# DataRobot docs

> Site-wide overview for LLM context windows.
> Official documentation for the DataRobot AI platform.
> Generated: 2026-09-30T19:40:39.810470+00:00
> Locale: en
> Pages: 1542

## Bundled exports

- [llms-full.md](https://docs.datarobot.com/llms-full.md): Full documentation in one Markdown file (RAG and deep context).
- [docs-llm.zip](https://docs.datarobot.com/docs-llm.zip): One Markdown file per page (ZIP archive).

## Pages

- [Agent Assist skill](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html): Install and use the DataRobot Agent Assist skill in third-party coding agents such as Claude Code, Cursor, OpenCode, and VS Code Copilot.
  - [Agent Assist skill](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html#agent-assist-skill): In-page section heading.
  - [Install the skill](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html#install-the-skill): In-page section heading.
  - [Configure your environment](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html#configure-your-environment): In-page section heading.
  - [Use Agent Assist in your coding agent](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html#use-agent-assist-in-your-coding-agent): In-page section heading.
  - [Adversarial Swarm Evaluation](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html#adversarial-swarm-evaluation): In-page section heading.
  - [Agent Assist skill vs.dr assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-assist-skill.html#agent-assist-skill-vs-dr-assist): In-page section heading.

- [Agent specification reference](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-spec-reference.html): Reference the agent_spec.md YAML file that Agent Assist creates during design.
  - [Agent specification reference](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-spec-reference.html#agent-spec-reference): In-page section heading.
  - [Specification fields](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-spec-reference.html#specification-fields): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/agent-spec-reference.html#examples): In-page section heading.

- [Environment and commands reference](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html): Reference Agent Assist environment variables, model selection, files, and slash commands.
  - [Environment and commands reference](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#environment-and-commands-reference): In-page section heading.
  - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#environment-variables): In-page section heading.
  - [Files and directories](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#files-and-directories): In-page section heading.
  - [list modelscommand](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#list-models-command): In-page section heading.
  - [Slash commands](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#slash-commands): In-page section heading.
  - [Change the Agent Assist LLM](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/env-and-commands-reference.html#change-the-agent-assist-llm): In-page section heading.

- [Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/index.html): Use Agent Assist (dr-assist) to design, code, and deploy AI agents through natural conversation.
  - [Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/index.html#agent-assist): In-page section heading.

- [Prerequisites and installation](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html): Check system requirements and install DataRobot Agent Assist as a plugin or standalone tool.
  - [Prerequisites and installation](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#prerequisites-and-installation): In-page section heading.
  - [System requirements](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#system-requirements): In-page section heading.
  - [Prerequisite tools](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#prerequisite-tools): In-page section heading.
  - [Install and run DataRobot Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#install-and-run-agent-assist): In-page section heading.
  - [Set configuration variables](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#set-configuration-variables): In-page section heading.
  - [Startup behavior](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/installation.html#startup-behavior): In-page section heading.

- [Session persistence](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html): Manage Agent Assist session persistence, context injection, file drift detection, and slash commands.
  - [Session persistence](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#session-persistence): In-page section heading.
  - [Agent Assist memory](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#agent-assist-memory): In-page section heading.
  - [Session persistence details](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#session-persistence-details): In-page section heading.
  - [Context injection](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#context-injection): In-page section heading.
  - [Session lifecycle details](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#session-lifecycle-details): In-page section heading.
  - [Session slash commands](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#session-slash-commands): In-page section heading.
  - [File drift detection](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#file-drift-detection): In-page section heading.
  - [Component map](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#component-map): In-page section heading.
  - [Storage layout](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#storage-layout): In-page section heading.
  - [Security](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/session-management.html#security): In-page section heading.

- [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html): Troubleshoot Agent Assist issues, including plugin discovery, failed dependency checks, and authentication errors.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#troubleshooting): In-page section heading.
  - [Plugin not discovered](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#plugin-not-discovered): In-page section heading.
  - [Dependency check failed](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#dependency-check-failed): In-page section heading.
  - [Authentication / API key errors](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#authentication-api-key-errors): In-page section heading.
  - [Template bootstrap failures](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#template-bootstrap-failures): In-page section heading.
  - [LLM API errors](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#llm-api-errors): In-page section heading.
  - [Session interruption](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#session-interruption): In-page section heading.
  - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/troubleshooting.html#getting-help): In-page section heading.

- [Workflows and prompting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html): Use the welcome screen, slash commands, and Design, Code, and Deploy workflows, including simulation and prompting tips.
  - [Workflows and prompting](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#workflows-and-prompting): In-page section heading.
  - [Start Agent Assist](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#start-agent-assist): In-page section heading.
  - [Interact with the DataRobot CLI](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#interact-with-the-datarobot-cli): In-page section heading.
  - [Prompting considerations](https://docs.datarobot.com/en/docs/agentic-ai/agent-assist/workflows-and-prompting.html#prompting-considerations): In-page section heading.

- [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html): Configure evaluation and moderation guardrails for a custom text generation model and agentic workflows in the workshop.
  - [Configure evaluation and moderation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html#configure-evaluation-and-moderation): In-page section heading.
  - [Select evaluation and moderation guardrails](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html#select-evaluation-and-moderation-guardrails): In-page section heading.
  - [View evaluation and moderation guardrails](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-configure-evaluation-moderation.html#view-evaluation-and-moderation-guardrails): In-page section heading.

- [Deploy workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-deploy.html): Deploy a registered agentic workflow to Console and configure deployment settings for monitoring and tracing.
  - [Deploy workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-deploy.html#deploy-workflows): In-page section heading.

- [Register workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html): Register the production-ready agentic workflow for deployment to Console.
  - [Register workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-workflows): In-page section heading.
  - [Register from an agentic playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-from-an-agentic-playground): In-page section heading.
  - [Register from Workshop](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-from-workshop): In-page section heading.
  - [Register from the Models page](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#register-from-the-registry-models-page): In-page section heading.
  - [Custom agentic workflow build troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/agentic-workflow-register.html#custom-agentic-workflow-build-troubleshooting): In-page section heading.

- [Deploy](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/index.html): Register and deploy agentic workflows, and configure evaluation and moderation guardrails.
  - [Deploy](https://docs.datarobot.com/en/docs/agentic-ai/agentic-deploy/index.html#deploy): In-page section heading.

- [Agent authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html): Implement authentication in DataRobot Agent Templates, covering API tokens, authorization context, OAuth 2.0, and security best practices.
  - [Agent authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#agent-authentication): In-page section heading.
  - [Authentication methods](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#authentication-methods): In-page section heading.
  - [API token authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#api-token-authentication): In-page section heading.
  - [Authorization context](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#authorization-context): In-page section heading.
  - [OAuth 2.0 authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#oauth-2-0-authentication): In-page section heading.
  - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#security-best-practices): In-page section heading.
  - [Troubleshooting authentication issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-authentication.html#troubleshooting-authentication-issues): In-page section heading.

- [Debugging agents (PyCharm)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html): Use PyCharm's built-in Run Agent configuration to debug agent code locally during development.
  - [Debugging agents in PyCharm](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#debug-agents-in-pycharm): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#prerequisites): In-page section heading.
  - [Configure Python interpreter](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#configure-python-interpreter): In-page section heading.
  - [Use the Run Agent configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#use-run-agent-configuration): In-page section heading.
  - [Trigger agent execution from the CLI](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#trigger-agent-execution): In-page section heading.
  - [Debug with breakpoints](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#debug-with-breakpoints): In-page section heading.
  - [Use debug features](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#use-debug-features): In-page section heading.
  - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-pycharm.html#common-issues): In-page section heading.

- [Debugging agents (VS Code)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html): Use VS Code's Run and Debug experience to execute dev.py and inspect agent code locally.
  - [Debugging agents in VS Code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#debug-agents-in-vscode): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#prerequisites): In-page section heading.
  - [Configure Python interpreter](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#configure-python-interpreter): In-page section heading.
  - [Configure the Run Agent launch configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#configure-run-agent-launch): In-page section heading.
  - [Run the development server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#run-development-server): In-page section heading.
  - [Trigger agent execution from the CLI](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#trigger-agent-execution): In-page section heading.
  - [Debug with breakpoints](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#debug-with-breakpoints): In-page section heading.
  - [Use VS Code debug tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#use-debug-tools): In-page section heading.
  - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-debugging-vscode.html#common-issues): In-page section heading.

- [Customize agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html): Modify agent code, test locally, and deploy agentic workflows for production use.
  - [Customize agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#customize-agents): In-page section heading.
  - [Modify the agent code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#modify-the-agent-code): In-page section heading.
  - [Modify agent prompts](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#modify-agent-prompts): In-page section heading.
  - [Enable streaming responses](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#enable-streaming-responses): In-page section heading.
  - [Testing the agent during local development](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#testing-the-agent-during-local-development): In-page section heading.
  - [Build an agent for testing in the DataRobot LLM Playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#build-an-agent-for-testing-in-the-datarobot-llm-playground): In-page section heading.
  - [Deploy an agent for production use](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#deploy-an-agent-for-production-use): In-page section heading.
  - [Make predictions with a deployed agentic workflow](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#make-predictions-with-a-deployed-agentic-workflow): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-development.html#next-steps): In-page section heading.

- [Get started](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html): Install the required components and learn how to build, deploy, and test agentic workflows using DataRobot's pre-built templates for popular AI agent frameworks.
  - [Get started](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#get-started): In-page section heading.
  - [System requirements](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#system-requirements): In-page section heading.
  - [Install prerequisite tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#install-prerequisite-tools): In-page section heading.
  - [Initialize your application](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#initialize-your-application): In-page section heading.
  - [Run your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#run-your-agent): In-page section heading.
  - [Develop your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#develop-your-agent): In-page section heading.
  - [Deploy your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#deploy-your-agent): In-page section heading.
  - [Restricted network setup](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-get-started.html#restricted-network-setup): In-page section heading.

- [Configure LLM provider fallback](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-fallback.html): Configure primary and fallback LLM providers for automatic failover in your agentic workflows.
  - [Configure LLM provider fallback](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-fallback.html#configure-llm-provider-fallback): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-fallback.html#prerequisites): In-page section heading.
  - [Configure fallback in code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-fallback.html#configure-fallback-in-code): In-page section heading.
  - [Configure fallback in workflow.yaml](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-fallback.html#configure-fallback-in-workflow-yaml): In-page section heading.
  - [Mixing provider types](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-fallback.html#mixing-provider-types): In-page section heading.

- [Configure LLM providers with metadata](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html): Configure different LLM providers for your agentic workflows including DataRobot LLM gateway, external APIs, and custom deployments.
  - [Configure LLM providers with metadata](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#configuring-llm-providers-with-metadata): In-page section heading.
  - [Infrastructure-level LLM configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#infrastructure-level-llm-configuration): In-page section heading.
  - [LLM configuration options](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#llm-configuration-options): In-page section heading.
  - [Deploy configuration changes](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#deploy-configuration-changes): In-page section heading.
  - [Advanced LLM configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers-metadata.html#advanced-llm-configuration): In-page section heading.

- [Configure LLM providers in code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html): Configure different LLM providers for your agentic workflows including DataRobot Gateway, external APIs, and custom deployments.
  - [Configure LLM providers in code](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#configure-llm-providers-in-code): In-page section heading.
  - [DataRobot LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#datarobot-llm-gateway): In-page section heading.
  - [DataRobot hosted LLM deployments](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#datarobot-hosted-llm-deployments): In-page section heading.
  - [DataRobot NIM deployments](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#datarobot-nim-deployments): In-page section heading.
  - [OpenAI API configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#openai-api-configuration): In-page section heading.
  - [Anthropic API configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#anthropic-api-configuration): In-page section heading.
  - [Gemini API configuration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#gemini-api-configuration): In-page section heading.
  - [Connect to other providers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-llm-providers.html#connect-to-other-providers): In-page section heading.

- [Agentic memory service](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-memory-service.html): Decide when to use DataRobot built-in chat history and REST integration or the mem0-compatible memory API.
  - [Agentic memory service](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-memory-service.html#agentic-memory-service): In-page section heading.
  - [Quickstart](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-memory-service.html#quickstart): In-page section heading.
  - [Sharing and access control](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-memory-service.html#sharing-and-access-control): In-page section heading.
  - [Session lifecycle and retention](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-memory-service.html#session-lifecycle-and-retention): In-page section heading.

- [Agent components](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html): See the components required to create an agent using the DataRobot agent framework.
  - [Agent components](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#agent-components): In-page section heading.
  - [Agent file structure](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#agent-file-structure): In-page section heading.
  - [Functions and hooks (custom.py)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#functions-and-hooks-custom-py): In-page section heading.
  - [Agent class implementation (myagent.py)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#agent-class-implementation-myagent-py): In-page section heading.
  - [Tool integration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-overview.html#tool-integration): In-page section heading.

- [Add Python packages](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html): Add required Python packages to agentic workflows using pyproject.toml dependency management.
  - [Add Python packages](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#add-python-packages): In-page section heading.
  - [Add packages to your agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#add-packages-to-your-agent): In-page section heading.
  - [Agent-specific considerations](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#agent-specific-considerations): In-page section heading.
  - [Add runtime dependencies (Fast iteration)](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-python-packages.html#add-runtime-dependencies-fast-iteration): In-page section heading.

- [Access request headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html): Access HTTP request headers in your deployed agents for authentication, tracking, and custom metadata.
  - [Access request headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#access-request-headers): In-page section heading.
  - [ExtractingX-Untrusted-*headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#extracting-x-untrusted-headers): In-page section heading.
  - [Common use cases](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#common-use-cases-for-headers): In-page section heading.
  - [Important considerations](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#header-considerations): In-page section heading.
  - [Log request headers for debugging](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-request-headers.html#log-request-headers-for-debugging): In-page section heading.

- [DataRobot agentic skills](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html): Use DataRobot agentic skills to enhance your AI agent's capabilities.
  - [DataRobot agentic skills](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#datarobot-agentic-skills): In-page section heading.
  - [Quick start](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#quick-start): In-page section heading.
  - [Install from agent marketplaces](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#install-from-agent-marketplaces): In-page section heading.
  - [Install with the universal installer](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#install-with-universal-installer): In-page section heading.
  - [Verify installation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#verify-installation): In-page section heading.
  - [Configure the environment](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#configure-your-environment): In-page section heading.
  - [Use skills in a coding agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#using-skills-in-your-coding-agent): In-page section heading.
  - [Available skills](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#available-skills): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#next-steps): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-skills.html#additional-references): In-page section heading.

- [Migrate existing agents to current version](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-starter-migration.html): Migrate Agentic Starter projects from pre-11.8.1 class-based agents to the factory-based layout, by framework.
  - [Migrate existing agents to current version](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-starter-migration.html#migrate-existing-agents-to-current-version): In-page section heading.
  - [Before you start](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-starter-migration.html#before-you-start): In-page section heading.
  - [Changes that apply to most frameworks](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-starter-migration.html#changes-that-apply-to-most-frameworks): In-page section heading.
  - [Framework-specific migration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-starter-migration.html#framework-specific-migration): In-page section heading.
  - [After you migrate](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-starter-migration.html#after-you-migrate): In-page section heading.

- [Add tools to agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html): Add local tools, predefined tools, and DataRobot global tools to your agentic workflows.
  - [Add tools to agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#add-tools-to-agents): In-page section heading.
  - [Call tools from an agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#call-tools-from-an-agent): In-page section heading.
  - [Use predefined tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#use-predefined-tools): In-page section heading.
  - [Integrate DataRobot deployed tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#integrate-datarobot-deployed-tools): In-page section heading.
  - [Framework-specific documentation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#framework-specific-documentation): In-page section heading.
  - [Agentic tool considerations](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools-integrate.html#agentic-tool-considerations): In-page section heading.

- [Deploy agentic tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools.html): Deploy tools to handle tasks critical to the agent workflow.
  - [Deploy agentic tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools.html#deploy-agentic-tools): In-page section heading.
  - [Global agentic tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tools.html#global-agentic-tools): In-page section heading.

- [Implement tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html): Add OpenTelemetry tracing and custom span instrumentation to your agent tools for monitoring, debugging, and observability.
  - [Implement tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#implement-tracing): In-page section heading.
  - [Add custom tracing to tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#add-custom-tracing-to-tools): In-page section heading.
  - [Create nested spans](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#create-nested-spans): In-page section heading.
  - [Add custom tracing to agent](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#trace-agent-configuration): In-page section heading.
  - [Map spans and attributes to the tracing table](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#map-spans-and-attributes-to-the-tracing-table): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-tracing-code.html#best-practices): In-page section heading.

- [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html): Troubleshoot common issues when working with DataRobot Agent Templates.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#troubleshooting): In-page section heading.
  - [Prerequisites and setup issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#prerequisites-and-setup-issues): In-page section heading.
  - [Environment configuration issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#environment-configuration-issues): In-page section heading.
  - [Authentication issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#authentication-issues): In-page section heading.
  - [Deployment issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#deployment-issues): In-page section heading.
  - [CLI and testing issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#cli-and-testing-issues): In-page section heading.
  - [Infrastructure issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#infrastructure-issues): In-page section heading.
  - [LLM gateway issues](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#llm-gateway-issues): In-page section heading.
  - [Accessing request headers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#accessing-request-headers): In-page section heading.
  - [Debugging tips](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#debugging-tips): In-page section heading.
  - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/agentic-troubleshooting.html#getting-help): In-page section heading.

- [Build](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/index.html): Build agentic workflows with DataRobot using existing templates or by modifying those templates to suit your specific use case.
  - [Build](https://docs.datarobot.com/en/docs/agentic-ai/agentic-develop/index.html#build): In-page section heading.

- [Chat with agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html): Work with single-agent chats in the playground.
  - [Chat with agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#chat-with-agents): In-page section heading.
  - [Single- vs multi-agent chats](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#single-vs-multi-agent-chats): In-page section heading.
  - [Entering and sending prompts](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#entering-and-sending-prompts): In-page section heading.
  - [Agent actions](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#agent-actions): In-page section heading.
  - [Single-agent tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#single-agent-tracing): In-page section heading.
  - [Response feedback](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-chatting.html#response-feedback): In-page section heading.

- [Evaluate metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html): Configure evaluation metrics, add evaluation datasets, and review tracing for agentic workflows in a playground.
  - [Evaluate metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html#evaluate-metrics): In-page section heading.
  - [Configure evaluation metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html#configure-evaluation-metrics): In-page section heading.
  - [Add aggregated metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-evaluation-tools.html#add-aggregated-metrics): In-page section heading.

- [Connect to a playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html): Connect and interact with agentic workflows in the agentic playground, an asset of a Use Case.
  - [Connect to a playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#connect-to-a-playground): In-page section heading.
  - [Add an agentic playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#add-an-agentic-playground): In-page section heading.
  - [Navigate the playground](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#navigate-the-playground): In-page section heading.
  - [Connect an agentic workflow](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#connect-an-agentic-workflow): In-page section heading.
  - [Manage connected agentic workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-playground.html#manage-connected-agentic-workflows): In-page section heading.

- [Review tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-tracing.html): Inspect tracing for agentic workflows in a playground.
  - [Review tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-tracing.html#review-tracing): In-page section heading.

- [Build workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html): Modify the agentic workflow's code in a codespace or in Workshop.
  - [Build workflows](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html#build-workflows): In-page section heading.
  - [Agentic workflow components](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html#agentic-workflow-components): In-page section heading.
  - [Modify an agentic workflow](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/agentic-workflow-build.html#modify-an-agentic-workflow): In-page section heading.

- [Evaluate](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/index.html): Chat with a workflow, compare flows, and implement evaluation metrics.
  - [Evaluate](https://docs.datarobot.com/en/docs/agentic-ai/agentic-eval/index.html#evaluate): In-page section heading.

- [Connect agentic coding environments to MCP servers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html): Configure Cursor, Claude Desktop, and VS Code to use your DataRobot MCP server for tools and resources in agentic coding workflows.
  - [Connect agentic coding environments to MCP servers](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#connect-mcp-clients): In-page section heading.
  - [Using the DataRobot Global MCP](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-the-datarobot-global-mcp): In-page section heading.
  - [Using a standalone MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-a-standalone-mcp-server): In-page section heading.
  - [Apply and verify](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#apply-and-verify): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#troubleshooting): In-page section heading.
  - [Additional resources](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#additional-resources): In-page section heading.

- [Dynamic tool registration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html): Learn how the MCP server discovers DataRobot deployments and exposes them as MCP tools automatically.
  - [Dynamic tool registration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#dynamic-tool-registration): In-page section heading.
  - [Quick start](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#quick-start): In-page section heading.
  - [Supported deployment types](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#supported-deployment-types): In-page section heading.
  - [Registration requirements](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#registration-requirements): In-page section heading.
  - [DRUM deployments](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#drum-deployments): In-page section heading.
  - [Custom server deployments](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#custom-server-deployments): In-page section heading.
  - [Input schema reference](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#input-schema-reference): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#troubleshooting): In-page section heading.
  - [Additional resources](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-dynamic-tool-registration.html#additional-resources): In-page section heading.

- [MCP server overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html): Compare DataRobot MCP servers, including Global MCP, the standalone template, and the Agentic Starter bundle.
  - [MCP server overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#mcp-server-overview): In-page section heading.
  - [How MCP works](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#how-mcp-works): In-page section heading.
  - [DataRobot MCP server types](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#datarobot-mcp-server-types): In-page section heading.
  - [Endpoint reference](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#endpoint-reference): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#authentication): In-page section heading.
  - [Choose an MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#choose-an-mcp-server): In-page section heading.
  - [MCP vs. direct tool integration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#mcp-vs-direct-tool-integration): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-overview.html#next-steps): In-page section heading.

- [Integrate tools using an MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html): Integrate tools into your agentic workflows using the Model Context Protocol (MCP) server instead of direct tool deployments.
  - [Integrate tools using an MCP server](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#integrate-tools-using-an-mcp-server): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#overview): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#prerequisites): In-page section heading.
  - [MCP server deployment](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#mcp-server-deployment): In-page section heading.
  - [Configure MCP server connection](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#configure-mcp-server-connection): In-page section heading.
  - [Use MCP tools in agents](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#use-mcp-tools-in-agents): In-page section heading.
  - [Create custom MCP tools](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#create-custom-mcp-tools): In-page section heading.
  - [Comparison: MCP vs. ToolClient](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#comparison-mcp-vs-toolclient): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#troubleshooting): In-page section heading.
  - [Additional resources](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-tools-mcp.html#additional-resources): In-page section heading.

- [MCP](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/index.html): Integrate tools using MCP servers and connect agentic coding environments to MCP.
  - [MCP](https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/index.html#mcp): In-page section heading.

- [Custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html): Create and monitor custom metrics and guard metrics for generative and agentic deployments.
  - [Custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#agent-custom-metrics): In-page section heading.
  - [Add custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#add-custom-metrics): In-page section heading.
  - [Upload data to custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#upload-data-to-custom-metrics): In-page section heading.
  - [Manage custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#manage-custom-metrics): In-page section heading.
  - [Configure the custom metric dashboard display settings](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#configure-the-custom-metric-dashboard-display-settings): In-page section heading.
  - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-custom-metrics.html#explore-deployment-data-tracing): In-page section heading.

- [Data exploration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html): Export deployment data, explore traces, and review data quality for generative and agentic deployments.
  - [Data exploration](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#agent-data-exploration): In-page section heading.
  - [Configure data exploration range](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#configure-data-exploration-range): In-page section heading.
  - [Export deployment data](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#export-deployment-data): In-page section heading.
  - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#explore-deployment-data-tracing): In-page section heading.
  - [Explore deployment data quality](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-data-exploration.html#explore-deployment-data-quality): In-page section heading.

- [Moderation events](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-moderation.html): See evaluation and moderation events for guarded LLM and agentic deployments.
  - [Moderation events](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-moderation.html#agent-moderation): In-page section heading.

- [OpenTelemetry logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-logs.html): View OpenTelemetry log events for deployments.
  - [OpenTelemetry logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-logs.html#agent-otel-logs): In-page section heading.
  - [Export OTel logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-logs.html#export-otel-logs): In-page section heading.

- [OpenTelemetry metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html): Visualize OpenTelemetry metrics alongside DataRobot native metrics.
  - [OpenTelemetry metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html#agent-otel-metrics): In-page section heading.
  - [Select OTel metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html#select-otel-metrics): In-page section heading.
  - [Edit OTel metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-otel-metrics.html#edit-otel-metrics): In-page section heading.

- [Deployment overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html): See deployment details, lineage, tags, runtime parameters, and evaluation and moderation when guardrails are configured.
  - [Deployment overview](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#agent-overview): In-page section heading.
  - [Details](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#details): In-page section heading.
  - [Lineage](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#lineage): In-page section heading.
  - [Evaluation and moderation](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#evaluation-and-moderation): In-page section heading.
  - [Tags](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#tags): In-page section heading.
  - [Runtime parameters](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#runtime-parameters): In-page section heading.
  - [Setup checklist and approval](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-overview.html#setup-checklist-and-approval): In-page section heading.

- [Prediction API snippets](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-pred-api-snippets.html): Use Prediction API snippets for real-time scoring and chat completions from generative custom model deployments.
  - [Prediction API snippets](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-pred-api-snippets.html#agent-pred-api-snippets): In-page section heading.

- [Deployment reports](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html): Generate on-demand or scheduled deployment reports in Console.
  - [Deployment reports](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html#agent-reports): In-page section heading.
  - [Generate a deployment report](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html#generate-a-deployment-report): In-page section heading.
  - [Schedule deployment reports](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-reports.html#schedule-deployment-reports): In-page section heading.

- [Resource monitoring](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html): Monitor CPU, memory, and replica utilization for serverless custom model deployments.
  - [Resource monitoring](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#agent-resource-monitoring): In-page section heading.
  - [Resource utilization summary tiles](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#resource-utilization-summary-tiles): In-page section heading.
  - [Resource utilization charts](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#resource-utilization-charts): In-page section heading.
  - [Filter by compute instance](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#filtering-by-compute-instance): In-page section heading.
  - [Understanding resource utilization metrics](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-resource-monitoring.html#understanding-resource-utilization-metrics): In-page section heading.

- [Standard output logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-runtime-logs.html): View runtime logs from the custom model container for debugging.
  - [Standard output logs](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-runtime-logs.html#agent-runtime-logs): In-page section heading.

- [Deployment service health](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html): Track latency, throughput, and error rate for generative and agentic custom model deployments.
  - [Deployment service health](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#agent-service-health): In-page section heading.
  - [Understand metric tiles and chart](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#understand-metric-tiles-and-chart): In-page section heading.
  - [Service health status indicators](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#service-health-status-indicators): In-page section heading.
  - [Explore deployment data tracing](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-service-health.html#explore-deployment-data-tracing): In-page section heading.

- [Deployment usage](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-usage.html): Monitor quota usage, tokens, and rate limits for agentic workflow and related serverless deployments.
  - [Deployment usage](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-usage.html#agent-usage): In-page section heading.
  - [Quota usage monitoring](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/agent-usage.html#quota-usage-monitoring): In-page section heading.

- [Monitor](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/index.html): Monitor an agentic artifact deployment's performance and behavior.
  - [Monitor](https://docs.datarobot.com/en/docs/agentic-ai/agentic-monitor/index.html#monitor): In-page section heading.

- [Authentication management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html): Manage authentication with DataRobot.
  - [Authentication management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#authentication-management): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#description): In-page section heading.
  - [Commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#commands): In-page section heading.
  - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#global-flags): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#examples): In-page section heading.
  - [Authentication flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#authentication-flow): In-page section heading.
  - [Configuration file](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#configuration-file): In-page section heading.
  - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#security-best-practices): In-page section heading.
  - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#environment-variables): In-page section heading.
  - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#common-issues): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/auth.html#see-also): In-page section heading.

- [Shell completion](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html): Generate shell completion scripts for command auto-completion.
  - [Shell completion](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#shell-completion): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#description): In-page section heading.
  - [Supported shells](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#supported-shells): In-page section heading.
  - [Usage](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#usage): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#examples): In-page section heading.
  - [Completion behavior](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#completion-behavior): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#troubleshooting): In-page section heading.
  - [Completion features](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#completion-features): In-page section heading.
  - [Advanced configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#advanced-configuration): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/completion.html#see-also): In-page section heading.

- [dotenv command](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html): Manage environment variables and .env files in DataRobot templates.
  - [dotenv command](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#dotenv-command): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#overview): In-page section heading.
  - [Commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#commands): In-page section heading.
  - [File structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#file-structure): In-page section heading.
  - [Interactive configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#interactive-configuration): In-page section heading.
  - [Common workflows](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#common-workflows): In-page section heading.
  - [Configuration discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#configuration-discovery): In-page section heading.
  - [Security](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#security): In-page section heading.
  - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#error-handling): In-page section heading.
  - [Exit codes](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#exit-codes): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#examples): In-page section heading.
  - [Integration with other commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#integration-with-other-commands): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/dotenv.html#see-also): In-page section heading.

- [Command reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html): Complete reference documentation for all DataRobot CLI commands.
  - [Command reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#command-reference): In-page section heading.
  - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#global-flags): In-page section heading.
  - [Choosing commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#choosing-commands): In-page section heading.
  - [Commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#commands): In-page section heading.
  - [Quick examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#quick-examples): In-page section heading.
  - [Command details](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#command-details): In-page section heading.
  - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#getting-help): In-page section heading.
  - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#environment-variables): In-page section heading.
  - [Exit codes](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/index.html#exit-codes): In-page section heading.

- [LLM model management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html): List LLM Gateway models and DataRobot-deployed LLMs, and set the CLI's default LLM.
  - [LLM model management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#llm-model-management): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#description): In-page section heading.
  - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#subcommands): In-page section heading.
  - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#global-flags): In-page section heading.
  - [Configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#configuration): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/llm-gateway.html#authentication): In-page section heading.

- [dr run](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html): Execute tasks defined in application templates.
  - [dr run](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#dr-run): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#description): In-page section heading.
  - [Template requirements](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#template-requirements): In-page section heading.
  - [Options](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#options): In-page section heading.
  - [Global options](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#global-options): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#examples): In-page section heading.
  - [Task discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#task-discovery): In-page section heading.
  - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#error-handling): In-page section heading.
  - [Task definitions](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#task-definitions): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#best-practices): In-page section heading.
  - [Integration with other commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#integration-with-other-commands): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#troubleshooting): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/run.html#see-also): In-page section heading.

- [CLI utility commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html): See commands for managing and configuring the DataRobot CLI itself.
  - [CLI utility commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#cli-utility-commands): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#description): In-page section heading.
  - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#subcommands): In-page section heading.
  - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#global-flags): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#examples): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/self.html#see-also): In-page section heading.

- [dr start](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html): Run the application quickstart process for the current template.
  - [dr start](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#dr-start): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#synopsis): In-page section heading.
  - [Aliases](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#aliases): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#description): In-page section heading.
  - [Flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#flags): In-page section heading.
  - [Quickstart scripts](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#quickstart-scripts): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#examples): In-page section heading.
  - [Behavior](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#behavior): In-page section heading.
  - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#error-handling): In-page section heading.
  - [When to usedr start](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#when-to-use-dr-start): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#see-also): In-page section heading.
  - [Tips](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/start.html#tips): In-page section heading.

- [dr task](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html): Manage Taskfile composition and task execution for DataRobot templates.
  - [dr task](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#description): In-page section heading.
  - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#subcommands): In-page section heading.
  - [dr task compose](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task-compose): In-page section heading.
  - [dr task list](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task-list): In-page section heading.
  - [dr task run](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#dr-task-run): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/task.html#see-also): In-page section heading.

- [Template management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html): List, clone, set up, and check status of DataRobot application templates.
  - [Template management](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#template-management): In-page section heading.
  - [Synopsis](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#synopsis): In-page section heading.
  - [Description](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#description): In-page section heading.
  - [Subcommands](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#subcommands): In-page section heading.
  - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#global-flags): In-page section heading.
  - [Choosing templates vs. setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#choosing-templates-vs-setup): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/commands/templates.html#see-also): In-page section heading.

- [Configuration files](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html): Configure the DataRobot CLI with endpoint, token, and environment-specific YAML files.
  - [Configuration files](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-files): In-page section heading.
  - [Configuration location](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-location): In-page section heading.
  - [Configuration structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-structure): In-page section heading.
  - [Configuration options](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-options): In-page section heading.
  - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#environment-variables): In-page section heading.
  - [Configuration priority](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-priority): In-page section heading.
  - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#security-best-practices): In-page section heading.
  - [Advanced configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#advanced-configuration): In-page section heading.
  - [Configuration examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#configuration-examples): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#troubleshooting): In-page section heading.
  - [State tracking](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#state-tracking): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/configuration.html#see-also): In-page section heading.

- [Authentication flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html): Use a reusable authentication mechanism for DataRobot CLI commands.
  - [Authentication flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#authentication-flow): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#overview): In-page section heading.
  - [Using authentication in commands](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#using-authentication-in-commands): In-page section heading.
  - [Skipping authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#skipping-authentication): In-page section heading.
  - [Manual login](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/authentication.html#manual-login): In-page section heading.

- [Development guide](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html): Build, test, and develop the DataRobot CLI.
  - [Development guide](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#development-guide): In-page section heading.
  - [Table of contents](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#table-of-contents): In-page section heading.
  - [Building from source](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#building-from-source): In-page section heading.
  - [Project architecture](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#project-architecture): In-page section heading.
  - [Coding standards](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#coding-standards): In-page section heading.
  - [Development workflow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#development-workflow): In-page section heading.
  - [Testing](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#testing): In-page section heading.
  - [Debugging](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/building.html#debugging): In-page section heading.

- [Release process](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html): Create and publish releases of the DataRobot CLI.
  - [Release process](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#release-process): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#overview): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#prerequisites): In-page section heading.
  - [Versioning](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#versioning): In-page section heading.
  - [Creating a release](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#creating-a-release): In-page section heading.
  - [Pre-release versions](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#pre-release-versions): In-page section heading.
  - [Testing the release process](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#testing-the-release-process): In-page section heading.
  - [Rollback](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#rollback): In-page section heading.
  - [Release configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#release-configuration): In-page section heading.
  - [Automated release workflow](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#automated-release-workflow): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#best-practices): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#troubleshooting): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/releasing.html#next-steps): In-page section heading.

- [Development setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html): Set up a development environment for building and developing the DataRobot CLI.
  - [Development setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#development-setup): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#prerequisites): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#installation): In-page section heading.
  - [Setting up the development environment](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#setting-up-the-development-environment): In-page section heading.
  - [Available development tasks](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#available-development-tasks): In-page section heading.
  - [Building](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#building): In-page section heading.
  - [Running tests](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#running-tests): In-page section heading.
  - [Linting and formatting](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#linting-and-formatting): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/setup.html#next-steps): In-page section heading.

- [Project structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html): See the organization of the DataRobot CLI codebase.
  - [Project structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#project-structure): In-page section heading.
  - [Directory overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#directory-overview): In-page section heading.
  - [Key directories](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#key-directories): In-page section heading.
  - [Code organization patterns](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#code-organization-patterns): In-page section heading.
  - [Testing structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#testing-structure): In-page section heading.
  - [Build artifacts](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#build-artifacts): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/development/structure.html#next-steps): In-page section heading.

- [Getting started with DataRobot CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html): Install and start the DataRobot CLI to manage custom applications.
  - [Getting started with DataRobot CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#getting-started-with-datarobot-cli): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#prerequisites): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#installation): In-page section heading.
  - [Updating the CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#updating-the-cli): In-page section heading.
  - [Uninstalling the CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#uninstalling-the-cli): In-page section heading.
  - [Initial setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#initial-setup): In-page section heading.
  - [Your first template](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#your-first-template): In-page section heading.
  - [Running your application](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#running-your-application): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#next-steps): In-page section heading.
  - [Common issues](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#common-issues): In-page section heading.
  - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#getting-help): In-page section heading.
  - [Configuration location](https://docs.datarobot.com/en/docs/agentic-ai/cli/getting-started.html#configuration-location): In-page section heading.

- [CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html): See guides and references for using and developing the DataRobot CLI tool.
  - [CLI](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#cli): In-page section heading.
  - [Quick links](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#quick-links): In-page section heading.
  - [Key features documented](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#key-features-documented): In-page section heading.
  - [Getting started](https://docs.datarobot.com/en/docs/agentic-ai/cli/index.html#getting-started): In-page section heading.

- [Batch agent evaluation](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html): Run batch agent evaluations from the local experimentation dashboard using the evaluation component and NeMo Evaluator.
  - [Batch agent evaluation](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#batch-agent-evaluation): In-page section heading.
  - [Enable batch evaluation workflows](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#enable-batch-evaluation): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#evaluation-prerequisites): In-page section heading.
  - [Run an evaluation](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#run-an-evaluation): In-page section heading.
  - [Benchmarks at a glance](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#benchmarks-at-a-glance): In-page section heading.
  - [Key concepts](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#key-concepts): In-page section heading.
  - [Evaluation troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#evaluation-troubleshooting): In-page section heading.
  - [Further reading](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#evaluation-further-reading): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-evaluation.html#see-also): In-page section heading.

- [Local tracing](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html): Inspect OpenTelemetry traces in the local experimentation dashboard during agent development.
  - [Local tracing](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html#local-tracing): In-page section heading.
  - [Why use local tracing](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html#why-use-local-tracing): In-page section heading.
  - [Inspect OpenTelemetry traces](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html#inspect-opentelemetry-traces): In-page section heading.
  - [Filter and search traces](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html#filter-and-search-traces): In-page section heading.
  - [Tracing troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html#tracing-troubleshooting): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/experimentation-tracing.html#see-also): In-page section heading.

- [DataRobot experimentation plugin](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html): Install and use the DataRobot experimentation CLI plugin to visualize OpenTelemetry traces, spans, and run data in a local dashboard during agent development.
  - [DataRobot experimentation plugin](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#datarobot-experimentation-plugin): In-page section heading.
  - [Access the dashboard](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#access-the-dashboard): In-page section heading.
  - [Choose your path](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#choose-your-path): In-page section heading.
  - [Capabilities](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#capabilities): In-page section heading.
  - [Local development stack](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#local-development-stack): In-page section heading.
  - [Quick start](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#quick-start): In-page section heading.
  - [Access the GUI](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#access-the-gui): In-page section heading.
  - [GUI access troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#gui-access-troubleshooting): In-page section heading.
  - [Configuration reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#configuration-reference): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/local-experimentation/index.html#see-also): In-page section heading.

- [DataRobot OpenCode plugin](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html): Try OpenCode, an open source terminal coding agent, wired to the DataRobot LLM Gateway with DataRobot agent skills preinstalled.
  - [DataRobot OpenCode plugin](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#datarobot-opencode-plugin): In-page section heading.
  - [Quick start](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#quick-start): In-page section heading.
  - [Plugin configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#plugin-configuration): In-page section heading.
  - [Use DataRobot agent skills](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#use-datarobot-agent-skills): In-page section heading.
  - [Already using Agent Assist?](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#already-using-agent-assist): In-page section heading.
  - [Update or remove the plugin](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#update-or-remove-the-plugin): In-page section heading.
  - [Related documentation](https://docs.datarobot.com/en/docs/agentic-ai/cli/opencode-plugin.html#related-documentation): In-page section heading.

- [DataRobot CLI overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html): See what the DataRobot CLI is for, how it is used, and how the CLI documentation is organized.
  - [DataRobot CLI overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#datarobot-cli-overview): In-page section heading.
  - [What the CLI is for](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#what-the-cli-is-for): In-page section heading.
  - [Common workflow](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#common-workflow): In-page section heading.
  - [Where to go next](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#where-to-go-next): In-page section heading.
  - [Quick install](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#quick-install): In-page section heading.
  - [Documentation structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#documentation-structure): In-page section heading.
  - [Getting help](https://docs.datarobot.com/en/docs/agentic-ai/cli/overview.html#getting-help): In-page section heading.

- [Quick reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html): See a one-page reference for common DataRobot CLI commands and paths.
  - [Quick reference](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#quick-reference): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#installation): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#authentication): In-page section heading.
  - [Templates](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#templates): In-page section heading.
  - [Running applications](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#running-applications): In-page section heading.
  - [Environment](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#environment): In-page section heading.
  - [Local experimentation (dr xp)](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#local-experimentation): In-page section heading.
  - [CLI self-management](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#cli-self-management): In-page section heading.
  - [Global flags](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#global-flags): In-page section heading.
  - [Config and state paths](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#config-and-state-paths): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/quick-reference.html#see-also): In-page section heading.

- [Shell completions](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html): Enable DataRobot CLI tab completion for Bash, Zsh, Fish, and PowerShell.
  - [Shell completions](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#shell-completions): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#installation): In-page section heading.
  - [Usage](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#usage): In-page section heading.
  - [Verification](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#verification): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#troubleshooting): In-page section heading.
  - [Advanced configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#advanced-configuration): In-page section heading.
  - [Updating completions](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#updating-completions): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/shell-completions.html#see-also): In-page section heading.

- [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html): Manage environment variables and .env files in DataRobot templates with interactive configuration tools.
  - [Environment variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#environment-variables): In-page section heading.
  - [File structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#file-structure): In-page section heading.
  - [Create environment files](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#create-environment-files): In-page section heading.
  - [Manage variables](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#manage-variables): In-page section heading.
  - [Variable types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#variable-types): In-page section heading.
  - [Environment variable discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#environment-variable-discovery): In-page section heading.
  - [Common patterns](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#common-patterns): In-page section heading.
  - [Security best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#security-best-practices): In-page section heading.
  - [Validation](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#validation): In-page section heading.
  - [Advanced features](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#advanced-features): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#troubleshooting): In-page section heading.
  - [Common workflows](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#common-workflows): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/environment-variables.html#see-also): In-page section heading.

- [Template system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html): See pre-configured application scaffolds for building and deploying custom applications to DataRobot.
  - [Template system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#template-system): In-page section heading.
  - [Documentation](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#documentation): In-page section heading.
  - [Quickstart](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#quickstart): In-page section heading.
  - [Template types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#template-types): In-page section heading.
  - [Common patterns](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#common-patterns): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#best-practices): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#examples): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/index.html#see-also): In-page section heading.

- [Interactive configuration system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html): See the interactive configuration wizard for setting up DataRobot templates with smart prompts, validation, and conditional logic.
  - [Interactive configuration system](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#interactive-configuration-system): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#overview): In-page section heading.
  - [Architecture](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#architecture): In-page section heading.
  - [Configuration flow](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#configuration-flow): In-page section heading.
  - [Prompt types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#prompt-types): In-page section heading.
  - [Conditional prompts](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#conditional-prompts): In-page section heading.
  - [Prompt discovery](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#prompt-discovery): In-page section heading.
  - [UI components](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#ui-components): In-page section heading.
  - [Keyboard controls](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#keyboard-controls): In-page section heading.
  - [Advanced features](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#advanced-features): In-page section heading.
  - [Error handling](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#error-handling): In-page section heading.
  - [Integration example](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#integration-example): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#best-practices): In-page section heading.
  - [Testing prompts](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#testing-prompts): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/interactive-config.html#see-also): In-page section heading.

- [Template system structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html): Understand how DataRobot organizes and configures application templates.
  - [Template system structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-system-structure): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#overview): In-page section heading.
  - [Template repository structure](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-repository-structure): In-page section heading.
  - [Template metadata](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-metadata): In-page section heading.
  - [Environment configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#environment-configuration): In-page section heading.
  - [Quickstart scripts](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#quickstart-scripts): In-page section heading.
  - [Task definitions](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#task-definitions): In-page section heading.
  - [Multi-level configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#multi-level-configuration): In-page section heading.
  - [Template lifecycle](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-lifecycle): In-page section heading.
  - [Template types](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-types): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#best-practices): In-page section heading.
  - [Template updates](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#template-updates): In-page section heading.
  - [Creating your own template](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#creating-your-own-template): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/template-system/structure.html#see-also): In-page section heading.

- [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html): See an index of common issues and where to find solutions in the DataRobot CLI documentation.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#troubleshooting): In-page section heading.
  - [Installation and setup](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#installation-and-setup): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#authentication): In-page section heading.
  - [Configuration](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#configuration): In-page section heading.
  - [Templates and setup wizard](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#templates-and-setup-wizard): In-page section heading.
  - [Tasks and running](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#tasks-and-running): In-page section heading.
  - [Experimentation plugin (dr xp)](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#experimentation-plugin): In-page section heading.
  - [Environment variables (dotenv)](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#environment-variables-dotenv): In-page section heading.
  - [Debugging](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#debugging): In-page section heading.
  - [Get help](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#get-help): In-page section heading.
  - [See also](https://docs.datarobot.com/en/docs/agentic-ai/cli/troubleshooting.html#see-also): In-page section heading.

- [Agentic workflow with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html): This notebook demonstrates a simple agentic workflow in DataRobot, showing how MLOps can be used to serve, monitor, and govern the workflow.
  - [Agentic workflow with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#agentic-workflow-with-code): In-page section heading.
  - [Code asset overview](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#code-asset-overview): In-page section heading.
  - [Workflow outline](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#workflow-outline): In-page section heading.
  - [1. Create the calculator deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#1-create-the-calculator-deployment): In-page section heading.
  - [2. Provide credentials](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#2-provide-credentials): In-page section heading.
  - [3. Create the agent deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#3-create-the-agent-deployment): In-page section heading.
  - [4. Test the deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/agentic-example.html#4-test-the-deployment): In-page section heading.

- [Build and host a ChromaDB vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html): The following notebook provides an example of how you can build, validate, and register a vector database to the DataRobot platform using DataRobot's Python client. It describes how to load in and ...
  - [Build and host a ChromaDB vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#build-and-host-a-chromadb-vector-database): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#setup): In-page section heading.
  - [Create a vector database from documents](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#create-a-vector-database-from-documents): In-page section heading.
  - [Define hooks for deploying an unstructured custom model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#define-hooks-for-deploying-an-unstructured-custom-model): In-page section heading.
  - [Deploy the knowledge base](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#deploy-the-knowledge-base): In-page section heading.
  - [Validate and create the vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/chromadb-vdb.html#validate-and-create-the-vector-database): In-page section heading.

- [Create and deploy a DataRobot vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html): This notebook demonstrates how to use the DataRobot Python SDK to create and deploy a vector database (VDB) using DataRobot's built-in embeddings. This is the simplest approach for creating vector ...
  - [Create and deploy a DataRobot vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#create-and-deploy-a-datarobot-vector-database): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#setup): In-page section heading.
  - [Create a vector database with DataRobot built-in embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#create-a-vector-database-with-datarobot-built-in-embeddings): In-page section heading.
  - [Deploy the vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#deploy-the-vector-database): In-page section heading.
  - [List and manage vector databases](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-deploy-vdb-builtin-embeddings.html#list-and-manage-vector-databases): In-page section heading.

- [Create vector databases from BYO embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html): The following notebook outlines how you can build and validate a vector database from a bring-your-own (BYO) embedding and register the vector database to the DataRobot platform using the Python cl...
  - [Create vector databases from BYO embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-vector-databases-from-byo-embeddings): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#setup): In-page section heading.
  - [Select an environment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#select-an-environment): In-page section heading.
  - [Create a custom embedding model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-a-custom-embedding-model): In-page section heading.
  - [Register the custom model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#register-the-custom-model): In-page section heading.
  - [Create a prediction environment for embedding models](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-a-prediction-environment-for-embedding-models): In-page section heading.
  - [Deploy the custom embedding model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#deploy-the-custom-embedding-model): In-page section heading.
  - [Create a Use Case for BYO embeddings](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#create-a-use-case-for-byo-embeddings): In-page section heading.
  - [Validate and create the custom embedding model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/create-vdb-byo-embedding.html#validate-and-create-the-custom-embedding-model): In-page section heading.

- [Use the DataRobot LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html): The DataRobot LLM gateway is a service that unifies and simplifies LLM access across DataRobot. It provides a DataRobot API endpoint to interface with LLMs hosted by external LLM providers. To requ...
  - [Use the DataRobot LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#use-the-datarobot-llm-gateway): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#setup): In-page section heading.
  - [Connect to the LLM gateway](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#connect-to-the-llm-gateway): In-page section heading.
  - [Select models and make requests](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#select-models-and-make-requests): In-page section heading.
  - [Identify supported LLMs](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#identify-supported-llms): In-page section heading.
  - [Advanced filtering](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/dr-llm-gateway.html#advanced-filtering): In-page section heading.

- [Create external LLMs with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html): The following, designed for use with DataRobot Notebooks, outlines how you can build and validate an external LLM using the DataRobot Python client. DataRobot recommends downloading this notebook a...
  - [Create external LLMs with code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#create-external-llms-with-code): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#setup): In-page section heading.
  - [Install libraries](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#install-libraries): In-page section heading.
  - [Connect to DataRobot](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#connect-to-datarobot): In-page section heading.
  - [Create a directory for custom code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#create-a-directory-for-custom-code): In-page section heading.
  - [Define environment variables](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#define-environment-variables): In-page section heading.
  - [Define hooks](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#define-hooks): In-page section heading.
  - [Test hooks locally](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-hooks-locally): In-page section heading.
  - [Save the custom model code](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#save-the-custom-model-code): In-page section heading.
  - [Test the code locally](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-the-code-locally): In-page section heading.
  - [Create a custom model in DataRobot](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#create-a-custom-model-in-datarobot): In-page section heading.
  - [Test the custom model in DataRobot](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-the-custom-model-in-datarobot): In-page section heading.
  - [Register and deploy the LLM](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#register-and-deploy-the-llm): In-page section heading.
  - [Test the deployment](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#test-the-deployment): In-page section heading.
  - [Validate the external LLM](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/ext-llm.html#validate-the-external-llm): In-page section heading.

- [Use the Bolt-on Governance API](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html): This notebook outlines how to use the Bolt-on Governance API withdeployed LLM blueprints. LLM blueprints deployed from the playground implement thechat()hookin the custom model'scustom.pyfile by de...
  - [Use the Bolt-on Governance API](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#use-the-bolt-on-governance-api): In-page section heading.
  - [Specify association ID and custom metrics](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#specify-association-id-and-custom-metrics): In-page section heading.
  - [Moderation and guardrails](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#moderation-and-guardrails): In-page section heading.
  - [Considerations](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-chat-completion-api.html#considerations): In-page section heading.

- [End-to-end code-first generative AI experimentation](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-e2e.html): This notebook outlines a comprehensive overview of the generative AI features of DataRobot.
  - [End-to-end code-first generative AI experimentation](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/genai-e2e.html#end-to-end-code-first-generative-ai-experimentation): In-page section heading.

- [Code walkthroughs](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/index.html): Use code to create and validate external vector databases and LLMs; walk through a comprehensive GenAI overview.
  - [Code walkthroughs](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/index.html#code-walkthroughs): In-page section heading.

- [Build and host a Qdrant vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html): This page provides an example of how you can build, validate, and register a vector database to the DataRobot application using DataRobot's Python API client. It describes how to load and host a Qd...
  - [Build and host a Qdrant vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#build-and-host-a-qdrant-vector-database): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#setup): In-page section heading.
  - [Configuration](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#configuration): In-page section heading.
  - [Verify docs exist or download them](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#verify-docs-exist-or-download-them): In-page section heading.
  - [Create a vector database from documents](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#create-a-vector-database-from-documents): In-page section heading.
  - [Define hooks to deploy an unstructured custom model](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#define-hooks-to-deploy-an-unstructured-custom-model): In-page section heading.
  - [Deploy the knowledge base](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#deploy-the-knowledge-base): In-page section heading.
  - [Validate and create the vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-code/qdrantdb-vdb.html#validate-and-create-the-vector-database): In-page section heading.

- [NVIDIA NIM gallery information](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nim-gallery-support.html): See a comprehensive table of NIM gallery information including model names, types, chat model IDs, playground support, platform support, and documentation links.
  - [NVIDIA NIM gallery information](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nim-gallery-support.html#nvidia-nim-gallery-information): In-page section heading.
  - [Feature considerations](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nim-gallery-support.html#feature-considerations): In-page section heading.

- [NVIDIA AI Enterprise integration](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html): NVIDIA AI Enterprise and DataRobot provide an integrated, pre-built AI stack solution, designed to fit existing infrastructure.
  - [NVIDIA AI Enterprise integration](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#nvidia-ai-enterprise-integration): In-page section heading.
  - [Create an inference endpoint for NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#create-an-inference-endpoint-for-nvidia-nim): In-page section heading.
  - [Evaluate a text generation NVIDIA NIM in the playground](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#evaluate-a-text-generation-nvidia-nim-in-the-playground): In-page section heading.
  - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#use-an-embedding-nvidia-nim-to-create-a-vector-database): In-page section heading.
  - [Use NVIDIA NeMo Guardrails in a moderation framework to secure your application](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#use-nvidia-nemo-guardrails-in-a-moderation-framework-to-secure-your-application): In-page section heading.
  - [Use a text generation NVIDIA NIM in an application template](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/genai-nvidia-integration.html#use-a-text-generation-nvidia-nim-in-an-application-template): In-page section heading.

- [Import and deploy with NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html): Import, register, and deploy models with NVIDIA NIM to create an inference endpoint in Agentic AI integrations.
  - [Import and deploy with NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#import-and-deploy-with-nvidia-nim): In-page section heading.
  - [Import from NVIDIA GPU Cloud (NGC)](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#import-from-nvidia-gpu-cloud-ngc): In-page section heading.
  - [Deploy the registered NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#deploy-the-registered-nvidia-nim): In-page section heading.
  - [Make predictions with the deployed NVIDIA NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-ngc-nim-import.html#make-predictions-with-the-deployed-nvidia-nim): In-page section heading.

- [Add a text generation NVIDIA NIM to a Playground](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-deploy.html): Add a deployed text generation NVIDIA NIM to a blueprint in the playground to access an array of comparison and evaluation tools in Agentic AI integrations.
  - [Add a text generation NVIDIA NIM to an LLM blueprint](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-deploy.html#add-a-text-generation-nvidia-nim-to-an-llm-blueprint): In-page section heading.

- [Use NVIDIA NeMo Guardrails with DataRobot moderation](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-evaluation-moderation.html): Connect NVIDIA NeMo Guardrails to deployed text generation models to guard against off-topic discussions, unsafe content, and jailbreaking attempts.
  - [Use NVIDIA NeMo Guardrails with DataRobot moderation](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-evaluation-moderation.html#use-nvidia-nemo-guardrails-with-datarobot-moderation): In-page section heading.
  - [Use a deployed NIM with NVIDIA NeMo guardrails](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-evaluation-moderation.html#use-a-deployed-nim-with-nvidia-nemo-guardrails): In-page section heading.

- [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html): Add a deployed embedding NVIDIA NIM to a Use Case with a vector database to enrich prompts in the playground with relevant context in Agentic AI integrations.
  - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html#use-an-embedding-nvidia-nim-to-create-a-vector-database): In-page section heading.
  - [Create a vector database with a registered embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html#create-a-vector-database-with-a-registered-embedding-nim): In-page section heading.
  - [Create a vector database with a deployed embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/genai-integrations/nvidia-nim-vdb-embed.html#create-a-vector-database-with-a-deployed-embedding-nim): In-page section heading.

- [Agentic AI](https://docs.datarobot.com/en/docs/agentic-ai/index.html): Create, connect, and test agentic workflows, integrate tools, and implement evaluation metrics.
  - [Agentic AI](https://docs.datarobot.com/en/docs/agentic-ai/index.html#agentic-ai): In-page section heading.

- [Add a text generation NVIDIA NIM to a playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/add-deployed-nvidia-nim.html): Add a deployed text generation NVIDIA NIM to a blueprint in the playground to access an array of comparison and evaluation tools.
  - [Add a text generation NVIDIA NIM to an LLM blueprint](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/add-deployed-nvidia-nim.html#add-a-text-generation-nvidia-nim-to-an-llm-blueprint): In-page section heading.

- [Build LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html): Configure, copy, and register LLM blueprints.
  - [Build LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#build-llm-blueprints): In-page section heading.
  - [Select an LLM](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#select-an-llm): In-page section heading.
  - [Set the configuration](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#set-the-configuration): In-page section heading.
  - [Working with LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/build-llm-blueprints.html#working-with-llm-blueprints): In-page section heading.

- [Multiple LLM blueprint chat comparison](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/compare-llm.html): Add LLM blueprints to the playground for comparison, submit prompts to these LLM blueprints, and evaluate the rendered responses.
  - [Multiple LLM blueprint chat comparison](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/compare-llm.html#multiple-llm-blueprint-chat-comparison): In-page section heading.
  - [Compare LLM blueprints](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/compare-llm.html#compare-llm-blueprints): In-page section heading.

- [Deploy an LLM from the playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/deploy-llm.html): Register LLM blueprints in Registry and deploy them to Console for monitoring.
  - [Deploy an LLM from the playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/deploy-llm.html#deploy-an-llm-from-the-playground): In-page section heading.

- [RAG workflows](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/index.html): Create and compare LLM blueprints, configure metrics, and compare LLM blueprint responses before deployment.
  - [RAG workflows](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/index.html#rag-workflows): In-page section heading.

- [Use LLM evaluation tools](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html): Configure evaluation and moderation guardrails for LLM blueprints in a playground.
  - [Use LLM evaluation tools](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#use-llm-evaluation-tools): In-page section heading.
  - [Configure evaluation metrics](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#configure-evaluation-metrics): In-page section heading.
  - [Add evaluation datasets](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#add-evaluation-datasets): In-page section heading.
  - [Add aggregated metrics](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#add-aggregated-metrics): In-page section heading.
  - [Configure compliance testing](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#configure-compliance-testing): In-page section heading.
  - [View the tracing table](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#view-the-tracing-table): In-page section heading.
  - [Send a metric and compliance test configuration to the workshop](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-eval-metrics.html#send-a-metric-and-compliance-test-configuration-to-the-workshop): In-page section heading.

- [Playground overview](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html): Create and interact with LLM blueprints in the playground, an asset of a Use Case.
  - [Playground overview](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#playground-overview): In-page section heading.
  - [Add a playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#add-a-playground): In-page section heading.
  - [Elements of a playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#elements-of-a-playground): In-page section heading.
  - [Navigate the playground](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/playground-overview.html#navigate-the-playground): In-page section heading.

- [Single LLM blueprint chat](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html): Use single and comparison chats in the playground.
  - [Single LLM blueprint chat](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#single-llm-blueprint-chat): In-page section heading.
  - [Context-aware chatting](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#context-aware-chatting): In-page section heading.
  - [Single vs comparison chats](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#single-vs-comparison-chats): In-page section heading.
  - [Single LLM blueprint chat](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#single-llm-blueprint-chat): In-page section heading.
  - [Response feedback](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#response-feedback): In-page section heading.
  - [Citations](https://docs.datarobot.com/en/docs/agentic-ai/playground-tools/rag-chatting.html#citations): In-page section heading.

- [Create and manage prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html): Create prompts, add variables, version, and share prompts with users or organizations for use in the agent experience.
  - [Create and manage prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#create-and-manage-prompts): In-page section heading.
  - [Create prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#create-prompts): In-page section heading.
  - [Create prompt versions](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#create-prompt-versions): In-page section heading.
  - [Manage prompts](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/create-prompts.html#manage-prompts): In-page section heading.

- [Prompt management](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/index.html): Create and version prompts, share prompts with other users, and employ prompts in an agentic playground.
  - [Prompt management](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/index.html#prompt-management): In-page section heading.

- [Call prompts in an agent](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/prompt-in-agent.html): Employ the saved prompt in agent code; test the results in an agentic playground.
  - [Call prompts in an agent](https://docs.datarobot.com/en/docs/agentic-ai/prompt-mgmt/prompt-in-agent.html#call-prompts-in-an-agent): In-page section heading.

- [ACL hydration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html): See fine-grained access control for vector database results based on original document permissions from external sources.
  - [ACL hydration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#acl-hydration): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#overview): In-page section heading.
  - [Supported data sources](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#supported-data-sources): In-page section heading.
  - [Setting up ACL hydration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#setting-up-acl-hydration): In-page section heading.
  - [How ACL hydration works](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#how-acl-hydration-works): In-page section heading.
  - [User access levels](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#user-access-levels): In-page section heading.
  - [Integrate user identities with applications and agents](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#integrate-user-identities-with-applications-and-agents): In-page section heading.
  - [Feature considerations](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#feature-considerations): In-page section heading.
  - [Monitoring background synchronization](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#monitoring-background-synchronization): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/acl-hydration.html#troubleshooting): In-page section heading.

- [Vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/index.html): Create a vector databases, work with versions and related assets, and interact in the playground.
  - [Vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/index.html#vector-databases): In-page section heading.

- [Update connected vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html): Add data to an existing Pinecone-, Elasticsearch-, Milvus-, or PostgreSQL-based vector database connection.
  - [Update connected vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html#update-connected-vector-databases): In-page section heading.
  - [Add data](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html#add-data): In-page section heading.
  - [Deploy the updated vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/update-connected-vdbs.html#deploy-the-updated-vector-database): In-page section heading.

- [Vector database data sources](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html): Create and apply your own text data for use by an LLM in GenAI.
  - [Vector database data sources](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#vector-database-data-sources): In-page section heading.
  - [Dataset requirements](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#dataset-requirements): In-page section heading.
  - [Internal vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#internal-vector-databases): In-page section heading.
  - [External (BYO) vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-data.html#external-byo-vector-databases): In-page section heading.

- [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html): Add a deployed embedding NVIDIA NIM to a Use Case with a vector database to enrich prompts in the playground with relevant context for vector databases.
  - [Use an embedding NVIDIA NIM to create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html#use-an-embedding-nvidia-nim-to-create-a-vector-database): In-page section heading.
  - [Create a vector database with a registered embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html#create-a-vector-database-with-a-registered-embedding-nim): In-page section heading.
  - [Create a vector database with a deployed embedding NIM](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-nvidia-nim-embed.html#create-a-vector-database-with-a-deployed-embedding-nim): In-page section heading.

- [Register and deploy vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html): Send vector databases from the playground to the workshop for modification and deployment, or deploy the current vector database version directly.
  - [Register and deploy vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html#register-and-deploy-vector-databases): In-page section heading.
  - [Send to the workshop](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html#send-to-the-workshop): In-page section heading.
  - [Deploy the vector database version](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs-register-deploy.html#deploy-the-vector-database): In-page section heading.

- [Create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html): Configure the data source, embeddings, and chunking strategy for a vector database.
  - [Create a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#create-a-vector-database): In-page section heading.
  - [Add a vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#add-a-vector-database): In-page section heading.
  - [Select a provider](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#select-a-provider): In-page section heading.
  - [Set configuration](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#set-configuration): In-page section heading.
  - [Save the vector database](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#save-the-vector-database): In-page section heading.
  - [Manage vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#manage-vector-databases): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-dbs.html#next-steps): In-page section heading.

- [Update resident vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html): Use versioning to modify DataRobot-hosted resident vector databases for tracking and fine-tuning.
  - [Update resident vector databases](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#update-resident-vector-databases): In-page section heading.
  - [Create a version](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#create-a-version): In-page section heading.
  - [Comparing versions](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#comparing-versions): In-page section heading.
  - [Create a playground](https://docs.datarobot.com/en/docs/agentic-ai/vector-database/vector-versions.html#create-a-playground): In-page section heading.

- [Feature selection notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html)
  - [Feature selection notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#feature-selection-notebook): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#setup): In-page section heading.
  - [Initialize](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#initialize): In-page section heading.
  - [Feature selection workflow](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv-feat.html#feature-selection-workflow): In-page section heading.

- [Pass features into a task](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-adv.html): See how features of the same data type may need to be processed differently than others in the Blueprint Workshop.

- [Custom task creation notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html): Read more about different options forconnecting to DataRobot from the Python client.
  - [Custom task creation notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#custom-task-creation-notebook): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#setup): In-page section heading.
  - [Initialize the Blueprint Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#initialize-the-blueprint-workshop): In-page section heading.
  - [Iterate on a custom model](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-custom-task.html#iterate-on-a-custom-model): In-page section heading.

- [Blueprint Workshop overview](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html): See common usage with the Blueprint Workshop.
  - [Blueprint Workshop overview](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#blueprint-workshop-overview): In-page section heading.
  - [Initialization](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#initialization): In-page section heading.
  - [Understanding blueprints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#understanding-blueprints): In-page section heading.
  - [Understanding tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#understanding-tasks): In-page section heading.
  - [Constructing blueprints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#constructing-blueprints): In-page section heading.
  - [Pass data between tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#pass-data-between-tasks): In-page section heading.
  - [Modify a task](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#modify-a-task): In-page section heading.
  - [Configure task parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#configure-task-parmaters): In-page section heading.
  - [Add or remove data types](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#add-or-remove-data-types): In-page section heading.
  - [Modify an existing blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#modify-an-existing-blueprint): In-page section heading.
  - [Validation](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#validation): In-page section heading.
  - [Constraints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#constraints): In-page section heading.
  - [Train a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#train-a-blueprint): In-page section heading.
  - [Search for a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#search-for-a-blueprint): In-page section heading.
  - [Share blueprints](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-overview.html#share-blueprints): In-page section heading.

- [Blueprint Workshop setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html): See the first-time setup necessary for using the Blueprint Workshop.
  - [Blueprint Workshop setup](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html#blueprint-workshop-setup): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html#installation): In-page section heading.
  - [Connect to DataRobot](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-setup.html#connect-to-datarobot): In-page section heading.

- [Blueprint Workshop walkthrough notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html): Intentionally provide the wrong input data type to test validation.
  - [Blueprint Workshop walkthrough notebook](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#blueprint-workshop-walkthrough-notebook): In-page section heading.
  - [Initialize the workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#initialize-the-workshop): In-page section heading.
  - [Construct a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#construct-a-blueprint): In-page section heading.
  - [Visualize a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#visualize-a-blueprint): In-page section heading.
  - [Inspect tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#inspect-tasks): In-page section heading.
  - [Validation](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#validation): In-page section heading.
  - [Update to the original valid blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#update-to-the-original-valid-blueprint): In-page section heading.
  - [Get help with tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#get-help-with-tasks): In-page section heading.
  - [List task categories](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#list-task-categories): In-page section heading.
  - [Search for tasks by name](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#search-for-tasks-by-name): In-page section heading.
  - [Search custom tasks](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#search-custom-tasks): In-page section heading.
  - [Flexible search](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#flexible-search): In-page section heading.
  - [Quick description](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#quick-description): In-page section heading.
  - [View documentation for a task](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#view-documentation-for-a-task): In-page section heading.
  - [View task parameter values](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#view-task-parameter-values): In-page section heading.
  - [Modify a task parameter](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#modify-a-task-parameter): In-page section heading.
  - [Validate parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#validate-parameters): In-page section heading.
  - [Validate task parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#validate-task-parameters): In-page section heading.
  - [Retrieve a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#retrieve-a-blueprint): In-page section heading.
  - [Retrieve blueprints from a personal blueprint repository](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#retrieve-blueprints-from-a-personal-blueprint-repository): In-page section heading.
  - [Delete a blueprint from your personal repository](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#delete-a-blueprint-from-your-personal-repository): In-page section heading.
  - [Retrieve Leaderboard blueprints via the Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#retrieve-leaderboard-blueprints-via-the-workshop): In-page section heading.
  - [Clone a blueprint from the Leaderboard](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#clone-a-blueprint-from-the-leaderboard): In-page section heading.
  - [Any blueprint can be used as a tutorial](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#any-blueprint-can-be-used-as-a-tutorial): In-page section heading.
  - [Execute a blueprint](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#execute-a-blueprint): In-page section heading.
  - [Delete the original blueprint directly](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#delete-the-original-blueprint-directly): In-page section heading.
  - [Modify the source code](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#modify-the-source-code): In-page section heading.
  - [Add a blueprint to a project and train It](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#add-a-blueprint-to-a-project-and-train-it): In-page section heading.
  - [Custom Models](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/bp-walkthru.html#custom-models): In-page section heading.

- [Blueprint Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/index.html): Construct and modify DataRobot blueprints through a programmatic interface.
  - [Blueprint Workshop](https://docs.datarobot.com/en/docs/api/code-first-tools/bp-workshop/index.html#blueprint-workshop): In-page section heading.

- [Declarative API](https://docs.datarobot.com/en/docs/api/code-first-tools/declarative-api.html): Use the declarative API as a way to programmatically provision DataRobot entities.
  - [Declarative API](https://docs.datarobot.com/en/docs/api/code-first-tools/declarative-api.html#declarative-api): In-page section heading.
  - [Declarative API services](https://docs.datarobot.com/en/docs/api/code-first-tools/declarative-api.html#declarative-api-services): In-page section heading.

- [Define custom metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html): Use the MetricBase class, along with four additional default classes, to define custom metrics.
  - [Define custom metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#define-custom-metrics): In-page section heading.
  - [Create a metric base](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-a-metric-base): In-page section heading.
  - [Create metrics calculated with predictions and actuals](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-metrics-calculated-with-predictions-and-actuals): In-page section heading.
  - [Create metrics calculated with scoring data](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-metrics-calculated-with-scoring-data): In-page section heading.
  - [Create LLM metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-llm-metrics): In-page section heading.
  - [Create Sklearn metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#create-sklearn-metrics): In-page section heading.
  - [PromptSimilarityMetricBase](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#promptsimilaritymetricbase): In-page section heading.
  - [Report custom metric values](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-custom-metrics.html#report-custom-metric-values): In-page section heading.

- [Configure data sources](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html): See how the DataRobotSource and BatchDataRobotSource methods connect to DataRobot to fetch selected data from the DataRobot platform.
  - [Configure data sources](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-data-sources): In-page section heading.
  - [Configure a DataRobot source](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-a-datarobot-source): In-page section heading.
  - [Configure a DataRobot batch deployment source](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-a-datarobot-batch-deployment-source): In-page section heading.
  - [Configure a DataFrame source](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#configure-a-dataframe-source): In-page section heading.
  - [Set the TimeBucket](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#set-the-timebucket): In-page section heading.
  - [Provide additional DataRobot deployment properties](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-data-sources.html#provide-additional-datarobot-deployment-properties): In-page section heading.

- [Use the DR Custom Metrics module](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-dr-custom-metric.html): The DR Custom Metrics module facilitates better synchronization with existing metrics in DataRobot.
  - [Use the DR Custom Metrics module](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-dr-custom-metric.html#use-the-dr-custom-metrics-module): In-page section heading.

- [Configure an environment for DMM](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html): Configure an environment to develop custom metrics with the DataRobot Model Metrics library.
  - [Configure an environment for DMM](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html#configure-an-environment-for-dmm): In-page section heading.
  - [Initialize the environment](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html#initialize-the-environment): In-page section heading.
  - [Using thesave_to_csv()utility](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-environment-setup.html#using-the-save_to_csv-utility): In-page section heading.

- [Create a hosted custom metric from a template with code](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html): Hosted custom metrics run user-provided code on DataRobot infrastructure to calculate your organization's customized metrics. DataRobot provides a variety of templates for common metrics. These met...
  - [Create a hosted custom metric from a template with code](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#create-a-hosted-custom-metric-from-a-template-with-code): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#prerequisites): In-page section heading.
  - [List hosted custom metrics templates](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#list-hosted-custom-metrics-templates): In-page section heading.
  - [Create a hosted custom metric in one step](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#create-a-hosted-custom-metric-in-one-step): In-page section heading.
  - [Create a hosted custom metric in two steps](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#create-a-hosted-custom-metric-in-two-steps): In-page section heading.
  - [List hosted custom metrics associated with a job](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#list-hosted-custom-metrics-associated-with-a-job): In-page section heading.
  - [Delete hosted custom metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-hosted-custom-metrics-quickstart.html#delete-hosted-custom-metrics): In-page section heading.

- [Calculate metric values](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html): Use MetricEvaluator to calculate metric values over time, BatchMetricEvaluator to calculate metric values per batch, or IndividualMetricEvaluator to evaluate metrics without data aggregation.
  - [Calculate metric values](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#calculate-metric-values): In-page section heading.
  - [Evaluate metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#evaluate-metrics): In-page section heading.
  - [Evaluate metrics with aggregation-per-batch](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#evaluate-metrics-with-aggregation-per-batch): In-page section heading.
  - [Evaluate metrics without data aggregation](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/dmm-metric-evaluator.html#evaluate-metrics-without-data-aggregation): In-page section heading.

- [Model Metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/index.html): Compute and compare custom model metrics with the DataRobot Python interface.
  - [Model Metrics](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/index.html#model-metrics): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/dr-model-metrics/index.html#installation): In-page section heading.

- [Test custom models locally](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-local-test.html): Use the DataRobot Model Runner tool (DRUM) to test and verify a Python, R, or Java custom model locally, before you upload it to DataRobot.
  - [Test custom models locally](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-local-test.html#test-custom-models-locally): In-page section heading.
  - [Run tests with the DataRobot CM Runner](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-local-test.html#run-tests-with-the-datarobot-cm-runner): In-page section heading.

- [Custom model components](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html): See custom model support and how to structure a custom model's files.
  - [Custom model components](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html#custom-model-components): In-page section heading.
  - [Model content](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html#model-content): In-page section heading.
  - [Model environment](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-components.html#model-environment): In-page section heading.

- [DRUM CLI tool](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html): Use DataRobot Model Runner to work with and test Python, R, and Java custom models and custom tasks.
  - [DRUM CLI tool](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-cli-tool): In-page section heading.
  - [DRUM on Ubuntu](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-on-ubuntu): In-page section heading.
  - [DRUM on Mac](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-on-mac): In-page section heading.
  - [DRUM on Windows with WSL2](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-drum.html#drum-on-windows-with-wsl2): In-page section heading.

- [Define custom model metadata](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html): Use the model-metadata.yaml file to specify additional information about a custom task or a custom inference model.
  - [Define custom model metadata](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html#define-custom-model-metadata): In-page section heading.
  - [General metadata parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html#general-metadata-parameters): In-page section heading.
  - [Inference model metadata (inferenceModel)](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-metadata.html#inference-model-metadata): In-page section heading.

- [Define runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html): Add runtime parameters to a custom model through the model metadata, making your custom model code easier to reuse.
  - [Define runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#define-runtime-parameters): In-page section heading.
  - [Runtime parameter definitions](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#runtime-parameter-definitions): In-page section heading.
  - [DataRobot reserved runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#datarobot-reserved-runtime-parameters): In-page section heading.
  - [Define custom model metadata](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#define-custom-model-metadata): In-page section heading.
  - [Provide credentials through runtime parameters](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#provide-credentials-through-runtime-parameters): In-page section heading.
  - [Provide override values during local development](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#provide-override-values-during-local-development): In-page section heading.
  - [Import and use runtime parameters in custom code](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/custom-model-runtime-parameters.html#import-and-use-runtime-parameters-in-custom-code): In-page section heading.

- [DataRobot User Models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/index.html): Assemble custom models and environments.
  - [DataRobot User Models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/index.html#datarobot-user-models-library): In-page section heading.

- [Assemble structured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html): Use a variety of libraries to create models that use conventional target types.
  - [Assemble structured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html#assemble-structured-custom-models): In-page section heading.
  - [Structured custom model requirements](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html#structured-custom-model-requirements): In-page section heading.
  - [Structured custom model hooks](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/structured-custom-models.html#structured-custom-model-hooks): In-page section heading.

- [Assemble unstructured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html): Unstructured models can use arbitrary data for input and output, allowing you to deploy and monitor models regardless of the target type.
  - [Assemble unstructured custom models](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html#assemble-unstructured-custom-models): In-page section heading.
  - [Unstructured custom model hooks](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html#unstructured-custom-model-hooks): In-page section heading.
  - [Unstructured model considerations](https://docs.datarobot.com/en/docs/api/code-first-tools/drum/unstructured-custom-models.html#unstructured-model-considerations): In-page section heading.

- [Data science agent](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html): See how the data science agent executes and iterates on the data preparation process to provide an audit trail for data governance.
  - [Data science agent](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#data-science-agent): In-page section heading.
  - [Agent overview](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#agent-overview): In-page section heading.
  - [End-to-end example](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#end-to-end-example): In-page section heading.
  - [Panel class hierarchy](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#panel-class-hierarchy): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#installation): In-page section heading.
  - [Panel types](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#panel-types): In-page section heading.
  - [TheusePanelhook](https://docs.datarobot.com/en/docs/api/code-first-tools/ds-agent.html#the-usePanel-hook): In-page section heading.

- [Code-first tools](https://docs.datarobot.com/en/docs/api/code-first-tools/index.html): See the programmatic tools DataRobot has to offer in addition to the APIs.
  - [Code-first tools](https://docs.datarobot.com/en/docs/api/code-first-tools/index.html#code-first-tools): In-page section heading.

- [DataRobot Moderations library](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html): Install and use the DataRobot Moderations library to apply guard-based moderation to LLM prompts and responses.
  - [DataRobot Moderations library](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#datarobot-moderations-library): In-page section heading.
  - [Architecture](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#architecture): In-page section heading.
  - [How to build it](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#how-to-build-it): In-page section heading.
  - [How to use it](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#how-to-use-it): In-page section heading.
  - [Standalone Python API](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#standalone-python-api): In-page section heading.
  - [Using the CLI](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#using-the-cli): In-page section heading.
  - [Usage with DRUM](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/index.html#usage-with-drum): In-page section heading.

- [Moderations guardrails](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html): Reference for guard configuration YAML, guard types, LLM backends, the Python API, and environment variables.
  - [Moderations guardrails](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#moderations-guardrails): In-page section heading.
  - [File structure](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#file-structure): In-page section heading.
  - [Top-level options](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#top-level-options): In-page section heading.
  - [Common guard fields](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#common-guard-fields): In-page section heading.
  - [Intervention block](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#intervention-block): In-page section heading.
  - [Guard types](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#guard-types): In-page section heading.
  - [LLM back-end options](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#llm-back-end-options): In-page section heading.
  - [Full annotated example](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#full-annotated-example): In-page section heading.
  - [Using the config in Python](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#using-the-config-in-python): In-page section heading.
  - [Testing guide](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#testing-guide): In-page section heading.
  - [Environment variables](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/moderations-guardrails.html#environment-variables): In-page section heading.

- [Using the Moderations CLI](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html): Install, authenticate, and run the dr-moderation CLI to manage guards and test moderation pipelines.
  - [Using the Moderations CLI](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html#using-the-moderations-cli): In-page section heading.
  - [Installation](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html#installation): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html#authentication): In-page section heading.
  - [Commands](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html#commands): In-page section heading.
  - [YAML schema quick reference](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html#yaml-schema-quick-reference): In-page section heading.
  - [Exit codes](https://docs.datarobot.com/en/docs/api/code-first-tools/moderations-library/using-moderations-with-the-cli.html#exit-codes): In-page section heading.

- [Apache Spark API for Scoring Code](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html): Use the Spark API for Scoring Code, a library that integrates Scoring Code JARs into Spark clusters.
  - [Apache Spark API for Scoring Code](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#apache-spark-api-for-scoring-code): In-page section heading.
  - [PySpark API](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#pyspark-api): In-page section heading.
  - [Spark Scala API](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#spark-scala-api): In-page section heading.
  - [Deprecated Spark libraries](https://docs.datarobot.com/en/docs/api/code-first-tools/sc-apache-spark.html#deprecated-spark-libraries): In-page section heading.

- [FIRE feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html): See the benefits of Feature Impact Rank Ensembling (FIRE)—a method of advanced feature selection that uses a median rank aggregation of feature impacts across several models created during a run of...
  - [FIRE feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#fire-feature-selection): In-page section heading.
  - [Feature selection approaches](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#feature-selection-approaches): In-page section heading.
  - [Feature importance rank ensembling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#feature-importance-rank-ensembling): In-page section heading.
  - [Results](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#results): In-page section heading.
  - [Conclusion](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/fire.html#conclusion): In-page section heading.

- [Time series to images](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/gramian.html): Generate advanced features used for high frequency data use cases.
  - [Time series to images](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/gramian.html#time-series-to-images): In-page section heading.

- [Advanced analytics and tools](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/index.html): See advanced usage of the DataRobot API that you can add to your experiment workflow.
  - [Advanced analytics and tools](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/index.html#advanced-analytics-and-tools): In-page section heading.

- [Use Case dependencies](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/lineage.html): Use an application that allows you to view dependency graphs for DataRobot Use Cases.
  - [Use Case dependencies](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/lineage.html#use-case-dependencies): In-page section heading.

- [Acoustic data with Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/ml-viz.html): Generate image features in addition to aggregate numeric features for high frequency data sources.
  - [Acoustic data with Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/ml-viz.html#acoustic-data-with-visual-ai): In-page section heading.

- [Multi-objective optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/multi-objective-opt.html): Implement a Streamlit application using DataRobot deployments to optimize multiple targets at once and explore Pareto-optimal trade-offs.
  - [Multi-objective optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/multi-objective-opt.html#multi-objective-optimization): In-page section heading.

- [Prediction intervals](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/pred-intervals-inf.html): Compute prediction intervals for inference with a DataRobot AI Accelerator.
  - [Prediction intervals](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/pred-intervals-inf.html#prediction-intervals): In-page section heading.

- [Robust feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/rob-fi.html): This accelerator introduces an approach to select robust features, use multiple seeds for cross validation, add dummy features to compute the median permutation importance, and then select the most...
  - [Robust feature selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/rob-fi.html#robust-feature-selection): In-page section heading.

- [Use Case explorer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/use-case-explorer.html): See a template for a project management dashboard that collects all the key artifacts in a Use Case and displays them on a timeline.
  - [Use Case explorer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/adv-analytics-tools/use-case-explorer.html#use-case-explorer): In-page section heading.

- [AWS SageMaker deployment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/deploy-sagemaker.html): Programmatically build a model with DataRobot and export and host the model in AWS SageMaker.
  - [AWS SageMaker deployment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/deploy-sagemaker.html#aws-sagemaker-deployment): In-page section heading.

- [Feature Discovery SQL with Spark](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html): Run Feature Discovery SQL in a new Spark cluster on Docker by setting up a Spark cluster in Docker, registering custom User Defined Functions (UDFs), and executing complex SQL queries across multip...
  - [Feature Discovery SQL with Spark](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#feature-discovery-sql-with-spark): In-page section heading.
  - [Problem framing](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#problem-framing): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#prerequisites): In-page section heading.
  - [Compatibility](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#compatibility): In-page section heading.
  - [File overview](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/fd-sql-spark.html#file-overview): In-page section heading.

- [GraphQL integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/graphql.html): Connect a GraphQL server to the DataRobot OpenAPI specification using GraphQL Mesh.
  - [GraphQL integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/graphql.html#graphql-integration): In-page section heading.

- [AI integrations and platforms](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/index.html): See integrations with AI platforms and services to enhance your DataRobot experience.
  - [AI integrations and platforms](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/index.html#ai-integrations-and-platforms): In-page section heading.

- [Amazon Athena workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-athena.html): Import an Amazon Athena table to create a project and deploy a model to make predictions with a test dataset.
  - [Amazon Athena workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-athena.html#amazon-athena-workflow): In-page section heading.

- [AWS workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-aws.html): Work with AWS and the DataRobot Python client to import data, build and evaluate models, and deploy a model into production to make new predictions.
  - [AWS workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-aws.html#aws-workflow): In-page section heading.

- [Azure workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-azure.html): Work with Azure and the DataRobot Python client to import data, build and evaluate models, and deploy a model into production to make new predictions.
  - [Azure workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-azure.html#azure-workflow): In-page section heading.

- [Databricks workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-databricks.html): Build models in DataRobot with data acquired and prepared in a Spark-backed notebook environment provided by Databricks.
  - [Databricks workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-databricks.html#databricks-workflow): In-page section heading.

- [Google Cloud and BigQuery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-gcp.html): Use Google Collaboratory to source data from BigQuery, build and evaluate a model using DataRobot, and deploy predictions from that model back into BigQuery.
  - [Google Cloud and BigQuery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-gcp.html#google-cloud-and-bigquery-workflow): In-page section heading.

- [SageMaker workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sagemaker.html): Take an ML model that has been built with DataRobot and deploy it to run within AWS SageMaker.
  - [SageMaker workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sagemaker.html#sagemaker-workflow): In-page section heading.
  - [What you will learn](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sagemaker.html#what-you-will-learn): In-page section heading.

- [End-to-end workflow with SAP Hana](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sap.html): Programmatically build a model with DataRobot using SAP Hana as the data source.
  - [End-to-end workflow with SAP Hana](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-sap.html#end-to-end-workflow-with-sap-hana): In-page section heading.

- [Snowflake workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-snowflake.html): Work with Snowflake and the DataRobot Python client to import data, build and evaluate models, and deploy a model into production to make new predictions.
  - [Snowflake workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/ml-snowflake.html#snowflake-workflow): In-page section heading.

- [Performance degradation prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/perform-degrade.html): Use a predictive framework for managing and maintaining your machine learning models with DataRobot MLOps.
  - [Performance degradation prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/perform-degrade.html#performance-degradation-prediction): In-page section heading.

- [Snowpark integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/snowpark-data.html): Use Snowflake for data storage and Snowpark for deployment, feature engineering, and model scoring with DataRobot.
  - [Snowpark integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/snowpark-data.html#snowpark-integration): In-page section heading.

- [Speech recognition integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/speech-rec.html): Use Whisper to transcribe audio files, process them efficiently, and store the transcriptions in a structured format for further analysis or use.
  - [Speech recognition integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/ai-integrations-platforms/speech-rec.html#speech-recognition-integration): In-page section heading.

- [Create and deploy a custom model](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/create-custom-model.html): Create, deploy, and monitor a custom inference model with the DataRobot Python client.
  - [Create and deploy a custom model](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/create-custom-model.html#create-and-deploy-a-custom): In-page section heading.

- [Custom blueprints with Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-bp-nb.html): Customize models on the Leaderboard using the Blueprint Workshop.
  - [Custom blueprints with Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-bp-nb.html#custom-blueprints-with-composable-ml): In-page section heading.

- [GraphSAGE custom transformer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-transform.html): Convert a tabular dataset into a graph representation, train a GraphSAGE-based neural network, and package the solution as a DataRobot custom transformer.
  - [GraphSAGE custom transformer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/custom-transform.html#graphsage-custom-transformer): In-page section heading.

- [Google Gemini integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/gemini-google.html): Use LLMs proposed by hyperscalers via the Custom Model Workshop.
  - [Google Gemini integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/gemini-google.html#google-gemini-integration): In-page section heading.

- [GIN financial fraud detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/graph-gin.html): Integrate a Graph Isomorphism Network (GIN) as a custom model task in DataRobot using DRUM.
  - [GIN financial fraud detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/graph-gin.html#gin-financial-fraud-detection): In-page section heading.

- [Custom model development](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/index.html): See custom model development accelerators that add to your experiment workflow.
  - [Custom model development](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/index.html#custom-model-development): In-page section heading.

- [Llama 2 on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llama.html): Integrate Llama 2 on Google GCP and DataRobot.
  - [Llama 2 on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llama.html#llama-2-on-gcp): In-page section heading.

- [LLM custom inference template](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llm-template.html): Use the LLM custom inference model template to deploy and accelerate your own LLM, along with batteries-included LLMs like Azure OpenAI, Google, and AWS.
  - [LLM custom inference template](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/llm-template.html#llm-custom-inference-template): In-page section heading.

- [Mistral 7B on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/mistral-7b.html): Integrate Mistral 7B on Google GCP and DataRobot.
  - [Mistral 7B on GCP](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/mistral-7b.html#mistral-7b-on-gcp): In-page section heading.

- [Optimize custom model metrics with hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/opt-custom-metric.html): Improve DataRobot models using custom loss functions and advanced hyperparameter tuning.
  - [Optimize custom model metrics with hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/opt-custom-metric.html#optimize-custom-model-metrics-with-hyperparameter-tuning): In-page section heading.

- [Reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/reinforce-learn.html): Implement a model based on the Q-learning algorithm.
  - [Reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/reinforce-learn.html#reinforcement-learning): In-page section heading.

- [Scoring Code microservice](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/sc-micro.html): Follow a step-by-step procedure to embed Scoring Code in a microservice and prepare it as the Docker container for a deployment on customer infrastructure (it can be self- or hyperscaler-managed K8s).
  - [Scoring Code microservice](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/custom-model-dev/sc-micro.html#scoring-code-microservice): In-page section heading.

- [Enrich with Hyperscaler API](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/enrich-hyper.html): Call the GCP API and enrich a modeling dataset that predicts customer churn.
  - [Enrich with Hyperscaler API](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/enrich-hyper.html#enrich-data-using-the-hyperscaler-api): In-page section heading.

- [GCP sentiment enrichment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/gcp-enrich.html): Demo the usage of the Google Cloud Natural Language API for sentiment analysis to enrich a customer churn dataset.
  - [GCP sentiment enrichment](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/gcp-enrich.html#gcp-based-enrichment-of-modeling-datasets): In-page section heading.

- [Data enrichment and preparation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/index.html): See data enrichment and preparation accelerators that add to your experiment workflow.
  - [Data enrichment and preparation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/index.html#data-enrichment-and-preparation): In-page section heading.

- [Churn problem framing](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/ml-churn.html): Discover the problem framing and data management steps required to successfully model for churn, using a B2C retail example and a B2B example based on a DataRobot churn model.
  - [Churn problem framing](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/ml-churn.html#churn-problem-framing): In-page section heading.

- [Feature engineering for molecular SMILES data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/smiles.html): Execute a feature engineering pipeline tailored for SMILES-formatted molecular data.
  - [Feature engineering for molecular SMILES data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/smiles.html#feature-engineering-for-molecular-smiles-data): In-page section heading.

- [Churn insights with Streamlit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/streamlit-app.html): Use the Streamlit churn predictor app to present the drivers and predictions of your DataRobot model.
  - [Churn insights with Streamlit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/streamlit-app.html#churn-insights-with-streamlit): In-page section heading.

- [Synthetic training data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/synth-data.html): Generate synthetic datasets that mimic real-world data for training, validation, and testing—enabling safe data sharing and model development when access to real data is limited due to privacy or r...
  - [Synthetic training data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/data-enrichment-prep/synth-data.html#synthetic-training-data): In-page section heading.

- [DataRobotX intro](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/drx-intro.html): Use the new, agile, DRX package to streamline project creation and configuration.
  - [DataRobotX intro](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/drx-intro.html#datarobotx-intro): In-page section heading.
  - [Project goals](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/drx-intro.html#project-goals): In-page section heading.

- [Experiment tracking and tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/index.html): See experiment tracking and tuning accelerators that add to your experiment workflow.
  - [Experiment tracking and tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/index.html#experiment-tracking-and-tuning): In-page section heading.

- [MLFlow experiment tracking](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/mlflow.html): Automate machine learning experimentation using DataRobot, MLFlow, and Papermill for tracking experiments and logging results.
  - [MLFlow experiment tracking](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/mlflow.html#mlflow-experiment-tracking): In-page section heading.

- [Blueprint hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/opt-grid.html): Access, understand, and tune blueprints for both preprocessing and model hyperparameters.
  - [Blueprint hyperparameter tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/exp-track-and-tune/opt-grid.html#blueprint-hyperparameter-tuning): In-page section heading.

- [AI accelerators](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/index.html): Browse AI Accelerator notebooks and tutorials for common machine learning workflows.
  - [AI accelerators](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/index.html#ai-accelerators): In-page section heading.

- [Adaptive reasoning agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/adaptive-agent.html): See how an adaptive agent changes reasoning behavior based on conversation dynamics.
  - [Adaptive reasoning agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/adaptive-agent.html#adaptive-reasoning-agent): In-page section heading.

- [Product feedback automation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/auto-feedback.html): Use Predictive AI models in tandem with Generative AI models to overcome the limitation of guardrails around automating the summarization and segmentation of sentiment text.
  - [Product feedback automation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/auto-feedback.html#product-feedback-automation): In-page section heading.

- [Teams/Slack chatbots](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/chatbot-teams-slack.html): See an accelerator for collaborative app plug-ins, such as bots for Teams and Slack.
  - [Teams/Slack chatbots](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/chatbot-teams-slack.html#teams-slack-chatbots): In-page section heading.

- [AI cluster labeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/cluster-genai.html): Use cluster insights provided by DataRobot with ChatGPT to provide business- or domain-specific labels to the clusters using OpenAI and DataRobot APIs.
  - [AI cluster labeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/cluster-genai.html#ai-cluster-labeling): In-page section heading.

- [Customer communication AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/comm-genai.html): Augment predictions with generative models such as GPT-3 to draft customer-facing expert responses.
  - [Customer communication AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/comm-genai.html#customer-communication-ai): In-page section heading.

- [Compliance agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/compliance-agent.html): Automatically compare your active governance policies against pre-uploaded industry standards or internal benchmarks to identify inconsistencies.
  - [Compliance agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/compliance-agent.html#compliance-agent): In-page section heading.

- [Support workflow optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/customer-support.html): Use generative AI models to cater to level-one requests, allowing support teams to focus on more pressing and high-visibility requests.
  - [Support workflow optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/customer-support.html#support-workflow-optimization): In-page section heading.

- [Data annotator app](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-annotator.html): Use the data annotator app to both label new data and label predicted data within an active learning situation after training a model with DataRobot.
  - [Data annotator app](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-annotator.html#data-annotator-app): In-page section heading.

- [AI data prep assistant](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-prep-assist.html): Use the AI data preparation assistant to streamline and automate the data preparation process.
  - [AI data prep assistant](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/data-prep-assist.html#ai-data-prep-assistant): In-page section heading.

- [LLM and GenAI applications](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/index.html): See LLM and GenAI applications that add to your experiment workflow.
  - [LLM and GenAI applications](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/index.html#llm-and-genai-applications): In-page section heading.

- [JITR Bot responses](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/jitr-bot.html): Create a deployment to provide context-aware answers 'on the fly' using
  - [JITR bot responses](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/jitr-bot.html#jitr-bot-responses): In-page section heading.

- [PDF RAG with LLM](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/llm-multimodal-pdf.html): Use an LLM as an OCR tool to extract all the text, table, and graph data from a PDF, then build a RAG and playground chat on DataRobot.
  - [PDF RAG with LLM](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/llm-multimodal-pdf.html#pdf-rag-with-llm): In-page section heading.

- [Healthcare conversation agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/med-research.html): Use Retrieval Augmented Generation to build a conversational agent for Healthcare professionals.
  - [Healthcare conversation agent](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/med-research.html#healthcare-conversation-agent): In-page section heading.

- [Teams GenAI integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/ms-teams.html): With the DataRobot Generative AI offerings, organizations can deploy chatbots without the need for an additional front-end or consumption layers.
  - [Teams GenAI integration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/ms-teams.html#teams-genai-integration): In-page section heading.
  - [How it works](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/ms-teams.html#how-it-works): In-page section heading.

- [Direct Preference Optimization for reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/rlhf-agent.html): Tune an agent with Direct Preference Optimization using conversation feedback.
  - [Direct Preference Optimization for reinforcement learning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/rlhf-agent.html#direct-preference-optimization-for-reinforcement-learning): In-page section heading.

- [Tensile - Enhanced agent reliability through automated test](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html): Use the DataRobot test-driven development framework to improve the reliability, task performance, and policy adherence of AI agents with trajectory logging, replay, and contextual hints.
  - [Tensile: Enhanced agent reliability through automated test](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#tensile-agent-reliability): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#prerequisites): In-page section heading.
  - [Instrument an agent for trajectory logging](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#instrument-agent): In-page section heading.
  - [Analyze trajectories and evaluate testable moments](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#analyze-and-evaluate): In-page section heading.
  - [Replay trajectories](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#replay-trajectories): In-page section heading.
  - [Configuration](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#configuration): In-page section heading.
  - [Clustering](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#clustering): In-page section heading.
  - [Trajectory Analyzer workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/tensile-agent-reliability.html#trajectory-analyzer): In-page section heading.

- [Vector chunk visualization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/vectorstore-chunk.html): Implement a Streamlit application to gain insights from a vector database of chunks.
  - [Vector chunk visualization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/vectorstore-chunk.html#vector-chunk-visualization): In-page section heading.

- [XoT implementation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/xot-implementation.html): Implement and evaluate Everything of Thoughts (XoT) in DataRobot, an approach to make generative AI
  - [XoT implementation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/xot-implementation.html#xot-implementation): In-page section heading.

- [Zero-shot error analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/zero-shot.html): Use zero-shot text classification with large language models (LLMs), focusing on its application in error analysis of supervised text classification models.
  - [Zero-shot error analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/llm-and-genai-apps/zero-shot.html#zero-shot-error-analysis): In-page section heading.

- [Feature Discovery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/afd-e2e.html): Use a repeatable framework for end-to-end production machine learning.
  - [Feature Discovery workflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/afd-e2e.html#feature-discovery-workflow): In-page section heading.

- [Causal AI for readmission](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/causal-ai.html): Work with data recording hospital readmission outcomes for diabetes patients to evaluate the causal relationship between the diabetes patients' medication status and their subsequent chance of bein...
  - [Causal AI for readmission](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/causal-ai.html#causal-ai-for-readmission): In-page section heading.

- [Custom lift charts](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/custom-lift-chart.html): Use popular Python packages with the DataRobot Python client to recreate and augment the DataRobot lift chart visualization.
  - [Custom lift charts](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/custom-lift-chart.html#custom-lift-charts): In-page section heading.

- [Fantasy baseball predictions](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html): Use the DataRobot API to build multiple models that work together to predict common fantasy baseball metrics for each player in the upcoming season.
  - [Fantasy baseball predictions](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html#fantasy-baseball-predictions): In-page section heading.
  - [Learning objectives](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html#learning-objectives): In-page section heading.
  - [Retrieve baseball data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/fantasy-baseball.html#retrieve-baseball-data): In-page section heading.

- [Fine-tune & deploy LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/finetune-codespace.html): See an end-to-end workflow for fine-tuning and deploying an LLM using features of Hugging Face, Weights and Biases (W&B), and DataRobot.
  - [Fine-tune & deploy LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/finetune-codespace.html#fine-tune-deploy-llms): In-page section heading.
  - [Considerations](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/finetune-codespace.html#considerations): In-page section heading.

- [Hyperparameter optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/hyperopt.html): Build on the native DataRobot hyperparameter tuning by integrating the hyperopt module into DataRobot workflows.
  - [Hyperparameter optimization](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/hyperopt.html#hyperparameter-optimization): In-page section heading.

- [Image data with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/image-databricks.html): Import image files using Spark and prepare them into a data frame suitable for ingest into DataRobot.
  - [Image data with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/image-databricks.html#image-data-with-databricks): In-page section heading.

- [Model building and fine-tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/index.html): See model building and fine-tuning accelerators that add to your experiment workflow.
  - [Model building and fine-tuning](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/index.html#model-building-and-fine-tuning): In-page section heading.

- [Production ML with tables](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/ml-tables.html): See an AI accelerator that uses a repeatable framework for a production pipeline from multiple tables.
  - [Production ML with tables](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/ml-tables.html#production-ml-with-tables): In-page section heading.

- [Model marketing attribution](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/model-market.html): Use DataRobot to streamline marketing attribution use cases.
  - [Model marketing attribution](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/model-market.html#model-marketing-attribution): In-page section heading.

- [Predictions in mobile apps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-mobile.html): Incorporate DataRobot predictions into a mobile app.
  - [Predictions in mobile apps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-mobile.html#predictions-in-mobile-apps): In-page section heading.

- [Order quantity prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-products.html): Build a model to improve decisions about initial order quantities using future product details and product sketches.
  - [Order quantity prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/pred-products.html#order-quantity-prediction): In-page section heading.

- [Model factory with Python](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/python-multi.html): Use the Python threading library to build a model factory.
  - [Model factory with Python](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/python-multi.html#model-factory-with-python): In-page section heading.

- [Symbolic regression (Eureqa)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/tune-eureqa.html): Apply symbolic regression to your dataset in the form of the Eureqa algorithm.
  - [Symbolic regression (Eureqa)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-building-tuning/tune-eureqa.html#symbolic-regression-eureqa): In-page section heading.

- [Monitor AWS Sagemaker models with MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/aws-mlops.html): Train and host a SageMaker model that can be monitored in the DataRobot platform.
  - [Monitor AWS Sagemaker models with MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/aws-mlops.html#monitor-aws-sagemaker-models-with-mlops): In-page section heading.

- [Run choice-based conjoint analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/conjoint.html): Use conjoint analysis to identify customer preferences for product features through survey-based choice modeling and interpretability with DataRobot.
  - [Run choice-based conjoint analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/conjoint.html#run-choice-based-conjoint-analysis): In-page section heading.

- [Model deployment and MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/index.html): See model deployment and MLOps accelerators that add to your experiment workflow.
  - [Model deployment and MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/index.html#model-deployment-and-mlops): In-page section heading.

- [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/model-migrate.html): Move a deployed model between DataRobot clusters.
  - [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/model-migrate.html#migrate-a-model-to-a-new-cluster): In-page section heading.

- [Video object detection using Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/obj-detection.html): Use Visual AI for object detection in video streams.
  - [Video object detection using Visual AI](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/obj-detection.html#video-object-detection-using-visual-ai): In-page section heading.

- [MLOps smart audit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/smart-audit.html): Audit and visualize MLOps deployment configurations.
  - [MLOps smart audit](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-deploy-mlops/smart-audit.html#mlops-smart-audit): In-page section heading.

- [Custom metrics for model selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/ai-custom-metrics.html): This AI Accelerator demonstrates how one can leverage the DataRobot Python client to extract predictions, compute custom metrics, and sort their DataRobot models accordingly.
  - [Custom metrics for model selection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/ai-custom-metrics.html#custom-metrics-for-model-selection): In-page section heading.

- [t-SNE dimensionality reduction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/dim-reduction.html): See examples for taking a DataRobot project and exporting its model insights as both machine readable files and plots in various file formats.
  - [t-SNE dimensionality reduction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/dim-reduction.html#t-sne-dimensionality-reduction): In-page section heading.

- [Monitor generative AI metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/genai-metrics.html): Monitor LLMs and generative AI solutions to measure alignment, return on investment, provide guardrails.
  - [Monitor generative AI metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/genai-metrics.html#monitor-generative-ai-metrics): In-page section heading.

- [Model evaluation and metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/index.html): See model evaluation and metrics accelerators that add to your experiment workflow.
  - [Model evaluation and metrics](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/index.html#model-evaluation-and-metrics): In-page section heading.

- [Event log viewer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/log-viewer.html): Change the output of the User Activity Monitor to allow you to drop an entire column of output or change the contents of that column in a way to preserve the anonymity of the column but maintain co...
  - [Event log viewer](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/log-viewer.html#event-log-viewer): In-page section heading.

- [LLM observability](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/observability.html): Enable LLMOps or Observability in your existing Generative AI Solutions without refactoring code.
  - [LLM observability](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/observability.html#llm-observability): In-page section heading.

- [Partial dependence plots (PDP/ICE)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/pdp-ice.html): Create one-way and two-way partial dependence plots (PDP), and Individual Conditional Expectations (ICE) insights using DataRobot.
  - [Partial dependence plots (PDP/ICE)](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/pdp-ice.html#partial-dependence-plots-pdp-ice): In-page section heading.

- [LIME explanations for models](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/run-lime.html): Apply Local Interpretable Model-agnostic Explanations (LIME) to models built and deployed with DataRobot.
  - [LIME explanations for models](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/run-lime.html#lime-explanations-for-models): In-page section heading.

- [Steel defect detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/steel-plate.html): Train a highly accurate and robust machine learning model capable of detecting and classifying any-sized scratch present in steel plates.
  - [Steel defect detection](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/steel-plate.html#steel-defect-detection): In-page section heading.

- [Export model insights](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/viz-output.html): See examples for exporting a variety of DataRobot model insights and performance metrics as both machine-readable files and plots in multiple formats.
  - [Export model insights](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/model-eval-metrics/viz-output.html#export-model-insights): In-page section heading.

- [AML alert scoring](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/alert-scoring.html): Develop a machine learning model that utilizes historical data, including customer and transactional information, to identify alerts that resulted in the generation of a Suspicious Activity Report ...
  - [AML alert scoring](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/alert-scoring.html#aml-alert-scoring): In-page section heading.

- [Cold start demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/cold-start.html): Use this accelerator to compare several approaches for cold start modeling on series with limited or no history.
  - [Cold start demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/cold-start.html#cold-start-demand-forecasting): In-page section heading.

- [Demand forecasting with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/dbx-forecast.html): Use DataRobot with Databricks to develop, evaluate, and deploy a multi-series demand forecasting model.
  - [Demand forecasting with Databricks](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/dbx-forecast.html#demand-forecasting-with-databricks): In-page section heading.

- [Time series demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/demand-flow.html): Perform large-scale demand forecasting using the DataRobot Python package.
  - [Time series demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/demand-flow.html#time-series-demand-forecasting): In-page section heading.

- [Demand forecasting retraining](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/df-retrain.html): Implement retraining policies with DataRobot MLOps demand forecast deployments.
  - [Demand forecasting retraining](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/df-retrain.html#demand-forecasting-retraining): In-page section heading.

- [Financial planning analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fin-plan.html): This accelerator illustrates an end-to-end financial planning and analysis workflow in DataRobot.
  - [Financial planning analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fin-plan.html#financial-planning-analysis): In-page section heading.

- [Flight delay prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/flight-delays.html): Predict flight delays in an end-to-end DataRobot workflow designed for trial users.
  - [Flight delay prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/flight-delays.html#flight-delay-prediction): In-page section heading.

- [Fraud detection with Neo4j](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fraud-detection.html): Build a fraud detection pipeline using Neo4j for storing and querying a knowledge graph.
  - [Fraud detection with Neo4j](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/fraud-detection.html#fraud-detection-with-neo4j): In-page section heading.

- [Time series and specific use cases](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/index.html): See accelerators for time series and other specific use cases that add to your experiment workflow.
  - [Time series and specific use cases](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/index.html#time-series-and-specific-use-cases): In-page section heading.

- [Multi-model analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-analysis.html): Use Python functions to aggregate DataRobot model insights into visualizations.
  - [Multi-model analysis](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-analysis.html#multi-model-analysis): In-page section heading.

- [Netlift modeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-uplift.html): Use machine learning to find patterns around the types of people for whom marketing campaigns are most effective.
  - [Netlift modeling](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-uplift.html#netlift-modeling): In-page section heading.

- [What-if demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-what-if.html): Discover how to use a what-if app to adjust known-in-advance variables and explore how changes in factors like promotions, pricing, or seasonality can impact demand forecasts.
  - [What-if demand forecasting](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ml-what-if.html#what-if-demand-forecasting): In-page section heading.

- [No-show appointment prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/no-show.html): Build a model that identifies patients most likely to miss appointments, with correlating reasons.
  - [No-show appointment prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/no-show.html#no-show-appointment-prediction): In-page section heading.

- [Lumber price forecasting with Ready Signal](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ready-signal.html): Use Ready Signal to add external control data, such as census and weather data, to improve time series predictions.
  - [Lumber price forecasting with Ready Signal](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ready-signal.html#lumber-price-forecasting-with-ready-signal): In-page section heading.

- [Recommendation engine](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/rec-engine.html): See how to use historical user purchase data to create a recommendation model that attempts to guess which products out of a basket of items the customer will be likely to purchase.
  - [Recommendation engine](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/rec-engine.html#recommendation-engine): In-page section heading.

- [Panel data self-joins](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/self-joins.html): See how to implement self-joins in panel data analysis.
  - [Panel data self-joins](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/self-joins.html#panel-data-self-joins): In-page section heading.

- [Technical price prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/tech-prices.html): Use historical insurance claim data for modeling and analysis.
  - [Technical price prediction](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/tech-prices.html#technical-price-prediction): In-page section heading.

- [Statistical tests with Airflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/test-airflow.html): See an example workflow for carrying out statistical tests, notifying stakeholders of any issues via Slack, and generating automated compliance documentation with the test results.
  - [Statistical tests with Airflow](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/test-airflow.html#statistical-tests-with-airflow): In-page section heading.

- [Trading volume profile curve](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html): Build models that predict how much of the next-day trading volume happens at each time interval.
  - [Trading volume profile curve](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html#trading-volume-profile-curve): In-page section heading.
  - [Challenges](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html#challenges): In-page section heading.
  - [Approach](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-factory.html#approach): In-page section heading.

- [Hierarchical reconciliation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-recon.html): Reconcile independent time series forecasts with a hierarchical structure.
  - [Hierarchical reconciliation](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/ts-recon.html#hierarchical-reconciliation): In-page section heading.

- [Visual AI for geospatial data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/viz-geo.html): Use Visual AI to represent geospatial data for enhanced analysis.
  - [Visual AI for geospatial data](https://docs.datarobot.com/en/docs/api/dev-learning/accelerators/time-series/viz-geo.html#visual-ai-for-geospatial-data): In-page section heading.

- [AI consumable assets](https://docs.datarobot.com/en/docs/api/dev-learning/ai-assets.html): See structured exports and indexes so AI assistants can use DataRobot documentation reliably.
  - [AI consumable assets](https://docs.datarobot.com/en/docs/api/dev-learning/ai-assets.html#ai-consumable-assets): In-page section heading.

- [Developer quickstart](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html): Set up your machine for DataRobot development—Personal API keys, CLI (`dr`), Python SDK, REST (cURL), Agent Assist, authentication, verification.
  - [Developer quickstart](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#developer-quickstart): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#prerequisites): In-page section heading.
  - [Configure your environment](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#configure-your-environment): In-page section heading.
  - [Install methods](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#install-methods): In-page section heading.
  - [Verify your setup](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#verify-your-setup): In-page section heading.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#troubleshooting): In-page section heading.
  - [Hands-on: Build and deploy a first model](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#hands-on-build-and-deploy-a-first-model): In-page section heading.
  - [Next steps](https://docs.datarobot.com/en/docs/api/dev-learning/api-quickstart.html#next-steps): In-page section heading.

- [Authenticate with an external IdP token (OAuth 2.0 token exchange)](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html): Exchange an external identity provider (IdP) access token for a DataRobot access token using OAuth 2.0 token exchange (RFC 8693).
  - [Authenticate to the DataRobot API with an external IdP token](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#inbound-oauth-tokens): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#prerequisites): In-page section heading.
  - [Workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#workflow-overview): In-page section heading.
  - [Step 1: Get an IdP access token](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#step-1-get-an-idp-access-token): In-page section heading.
  - [Step 2: Exchange for a DataRobot access token](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#step-2-exchange-for-a-datarobot-access-token): In-page section heading.
  - [Step 3: Call the DataRobot API](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#step-3-call-the-datarobot-api): In-page section heading.
  - [Token lifetime](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#token-lifetime): In-page section heading.
  - [Error reference](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#error-reference): In-page section heading.
  - [FAQ](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#faq): In-page section heading.
  - [Related](https://docs.datarobot.com/en/docs/api/dev-learning/inbound-oauth-tokens.html#related): In-page section heading.

- [Developer learning](https://docs.datarobot.com/en/docs/api/dev-learning/index.html): See educational resources for getting started with DataRobot, including the developer quickstart, notebooks, and code-first tools.
  - [Developer learning](https://docs.datarobot.com/en/docs/api/dev-learning/index.html#developer-learning): In-page section heading.

- [Credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html): Store and manage credentials for databases and data connections with the Python SDK.
  - [Credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#credentials): In-page section heading.
  - [List credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#list-credentials): In-page section heading.
  - [Basic credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#basic-credentials): In-page section heading.
  - [S3 credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#s3-credentials): In-page section heading.
  - [OAuth credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#oauth-credentials): In-page section heading.
  - [Snowflake key pair credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#snowflake-key-pair-credentials): In-page section heading.
  - [Databricks access token credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#databricks-access-token-credentials): In-page section heading.
  - [Databricks service principal credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#databricks-service-principal-credentials): In-page section heading.
  - [Azure Service Principal credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#azure-service-principal-credentials): In-page section heading.
  - [ADLS OAuth credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#adls-oauth-credentials): In-page section heading.
  - [Credential data](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/credentials.html#credential-data): In-page section heading.

- [Administration](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/index.html): Manage credentials and sharing permissions with the DataRobot Python SDK.
  - [Administration](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/index.html#administration): In-page section heading.

- [Sharing](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html): Share DataRobot entities such as data stores, projects, and deployments with the Python SDK.
  - [Sharing](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html#sharing): In-page section heading.
  - [Access levels](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html#access-levels): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/admin/sharing.html#examples): In-page section heading.

- [Recipes](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html): Clean and wrangle datasets with reusable DataRobot recipes in the Python SDK.
  - [Recipes](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#recipes): In-page section heading.
  - [Recipe terminology](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#recipe-terminology): In-page section heading.
  - [Create a recipe](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#create-a-recipe): In-page section heading.
  - [Retrieve recipes](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#retrieve-recipes): In-page section heading.
  - [Update recipe metadata fields](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-metadata-fields): In-page section heading.
  - [Update recipe inputs](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-inputs): In-page section heading.
  - [Update recipe wrangling operations](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-wrangling-operations): In-page section heading.
  - [Set recipe SQL transformation directly](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#set-recipe-sql-transformation-directly): In-page section heading.
  - [Preview recipe data](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#preview-recipe-data): In-page section heading.
  - [Update recipe downsampling](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#update-recipe-downsampling): In-page section heading.
  - [Publish recipe to dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/data_wrangling.html#publish-recipe-to-dataset): In-page section heading.

- [Build data connections](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html): Connect the Python SDK to enterprise databases through DataRobot JDBC data stores.
  - [Build data connections](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#data-connectivity): In-page section heading.
  - [Database connection terminology](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#database-connection-terminology): In-page section heading.
  - [Create a driver](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-a-driver): In-page section heading.
  - [Create a data store](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-a-data-store): In-page section heading.
  - [Query using a JDBC connection](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#query-using-jdbc): In-page section heading.
  - [Query usingQueryEngine](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#query-using-query-engine): In-page section heading.
  - [Create a data source](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-a-data-source): In-page section heading.
  - [Create projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-projects): In-page section heading.
  - [Create prediction datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/database_connectivity.html#create-prediction-datasets): In-page section heading.

- [Create and manage datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html): Upload, create, and manage DataRobot datasets with the Python SDK.
  - [Create and manage datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#create-and-manage-datasets): In-page section heading.
  - [Create a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#create-a-dataset): In-page section heading.
  - [Get information from a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#get-information-from-a-dataset): In-page section heading.
  - [Retrieve datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#retrieve-datasets): In-page section heading.
  - [Manage datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#manage-datasets): In-page section heading.
  - [Manage dataset feature lists](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/dataset.html#manage-dataset-feature-lists): In-page section heading.

- [Feature Discovery](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html): Generate features from secondary datasets with Feature Discovery in the Python SDK.
  - [Feature Discovery](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#feature-discovery): In-page section heading.
  - [Register a primary dataset to create a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#register-a-primary-dataset-to-create-a-project): In-page section heading.
  - [Register secondary datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#register-secondary-datasets): In-page section heading.
  - [Create dataset definitions and relationships](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-dataset-definitions-and-relationships): In-page section heading.
  - [Create a relationship configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-a-relationship-configuration): In-page section heading.
  - [Create a Feature Discovery project](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-a-feature-discovery-project): In-page section heading.
  - [Create secondary dataset configuration for predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-secondary-dataset-configuration-for-predictions): In-page section heading.
  - [Make predictions with a trained model](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#make-predictions-with-a-trained-model): In-page section heading.
  - [Configure relationships](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#configure-relationships): In-page section heading.
  - [Dataset definitions and relationships using helper functions](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#dataset-definitions-and-relationships-using-helper-functions): In-page section heading.
  - [Dataset definition and relationship using a dictionary](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#dataset-definition-and-relationship-using-a-dictionary): In-page section heading.
  - [Retrieving relationship configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#retrieving-relationship-configuration): In-page section heading.
  - [Update details of a relationship configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#update-details-of-a-relationship-configuration): In-page section heading.
  - [Delete relationships configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#delete-relationships-configuration): In-page section heading.
  - [Secondary dataset configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#secondary-dataset-configuration): In-page section heading.
  - [Secondary datasets using helper functions](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#secondary-datasets-using-helper-functions): In-page section heading.
  - [Create secondary datasets with dict](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-secondary-datasets-with-dict): In-page section heading.
  - [Create a secondary dataset configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#create-a-secondary-dataset-configuration): In-page section heading.
  - [Retrieve a secondary dataset configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#retrieve-a-secondary-dataset-configuration): In-page section heading.
  - [List all secondary dataset configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/feature_discovery.html#list-all-secondary-dataset-configurations): In-page section heading.

- [Features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html): Retrieve feature types, statistics, and importance for a project with the Python SDK.
  - [Features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#features): In-page section heading.
  - [Retrieve features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#retrieve-features): In-page section heading.
  - [Explore feature properties](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#explore-feature-properties): In-page section heading.
  - [Get feature histograms](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#get-feature-histograms): In-page section heading.
  - [Work with feature lists](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#work-with-feature-lists): In-page section heading.
  - [Analyze categorical features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#analyze-categorical-features): In-page section heading.
  - [Analyze multicategorical features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#analyze-multicategorical-features): In-page section heading.
  - [Time series feature properties](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#time-series-feature-properties): In-page section heading.
  - [Filter and search features](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#filter-and-search-features): In-page section heading.
  - [Common workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#common-workflows): In-page section heading.
  - [Considerations](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/features-python.html#considerations): In-page section heading.

- [File registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html): Upload and work with unstructured files through the DataRobot file system in the Python SDK.
  - [File registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#file-registry): In-page section heading.
  - [File system terminology](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#file-system-terminology): In-page section heading.
  - [Reminders](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#reminders): In-page section heading.
  - [Set up the file system](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#set-up-the-file-system): In-page section heading.
  - [Create a new catalog item](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#create-catalog-item): In-page section heading.
  - [Add files](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#add-files): In-page section heading.
  - [Browse and search files](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#browse-and-search-files): In-page section heading.
  - [Manipulate files](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#manipulate-files): In-page section heading.
  - [Read files](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#read-files): In-page section heading.
  - [Inspect files and directories](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#inspect-files-and-directories): In-page section heading.
  - [Dict-like access withget_mapper](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/file_registry.html#dict-like-access-with-get-mapper): In-page section heading.

- [Data](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/index.html): Prepare datasets, connections, recipes, and features for modeling with the Python SDK.
  - [Data](https://docs.datarobot.com/en/docs/api/dev-learning/python/data/index.html#data): In-page section heading.

- [Agentic memory](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/agentic-memory.html): Store chat history for agentic applications with MemorySpace, Session, and Event objects.
  - [Agentic memory](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/agentic-memory.html#agentic-memory): In-page section heading.
  - [Memory terminology](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/agentic-memory.html#memory-terminology): In-page section heading.
  - [Memory space](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/agentic-memory.html#memory-space): In-page section heading.
  - [Sessions and events](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/agentic-memory.html#sessions-and-events): In-page section heading.

- [Chats and prompting](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html): Create multi-turn LLM chats and prompts while preserving conversation context in the Python SDK.
  - [Chats and prompting](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#chats-prompting): In-page section heading.
  - [Create a chat](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#create-a-chat): In-page section heading.
  - [Submit prompts to a chat](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#submit-prompts-to-a-chat): In-page section heading.
  - [Retrieve chat history](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#retrieve-chat-history): In-page section heading.
  - [Manage chats](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#manage-chats): In-page section heading.
  - [Get chat information](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/chats-prompting.html#get-chat-information): In-page section heading.

- [Validate custom model LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html): Validate a custom model deployment as an LLM before using it in LLM blueprints.
  - [Validate custom model LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#validate-custom-model-llms): In-page section heading.
  - [Start LLM validation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#start-llm-validation): In-page section heading.
  - [Check validation status](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#check-validation-status): In-page section heading.
  - [Use a validated LLM in a blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#use-a-validated-llm-in-a-blueprint): In-page section heading.
  - [Update validation settings](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/custom-model-validation.html#update-validation-settings): In-page section heading.

- [Generative AI](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/index.html): Build, validate, and deploy generative AI applications with LLMs, vector databases, and moderation tools.
  - [Generative AI](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/index.html#generative-ai): In-page section heading.

- [LLM blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html): Configure LLM blueprints from DataRobot-hosted or custom LLMs in the Python SDK.
  - [LLM blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#llm-blueprints): In-page section heading.
  - [List available LLMs](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#list-available-llms): In-page section heading.
  - [Create a playground](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#create-a-playground): In-page section heading.
  - [Create an LLM blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#create-an-llm-blueprint): In-page section heading.
  - [Retrieve and list LLM blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#retrieve-and-list-llm-blueprints): In-page section heading.
  - [Update an LLM blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#update-an-llm-blueprint): In-page section heading.
  - [Create a blueprint from an existing blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/llm-blueprints.html#create-a-blueprint-from-an-existing-blueprint): In-page section heading.

- [Generative AI moderation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html): Use the DataRobot Python client to list moderation templates, create configurations, and filter unsafe generative AI prompts and responses.
  - [Generative AI moderation](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#moderation): In-page section heading.
  - [List moderation templates](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#list-moderation-templates): In-page section heading.
  - [Create a moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#create-a-moderation-configuration): In-page section heading.
  - [List moderation configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#list-moderation-configurations): In-page section heading.
  - [Get a moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#get-a-moderation-configuration): In-page section heading.
  - [Update moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#update-moderation-configuration): In-page section heading.
  - [Get the overall moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#get-the-overall-moderation-configuration): In-page section heading.
  - [List the overall moderation configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#list-the-overall-moderation-configurations): In-page section heading.
  - [Update the overall moderation configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/moderation.html#update-the-overall-moderation-configuration): In-page section heading.

- [End-to-end RAG application workflow](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/rag-workflow.html): Build a production-style RAG application with the Python client—playgrounds, LLMs, vector databases, moderation, and testing in one workflow.
  - [End-to-end RAG application workflow](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/rag-workflow.html#end-to-end-rag-application-workflow): In-page section heading.

- [AI robustness testing](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html): Configure generative AI robustness insights and tests with the Python client to measure quality, toxicity, relevance, and similar metrics on prompts.
  - [AI robustness testing](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#ai-robustness-testing): In-page section heading.
  - [Configure insights for robustness testing](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#configure-insights-for-robustness-testing): In-page section heading.
  - [Set up test configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#set-up-test-configurations): In-page section heading.
  - [Run robustness tests](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#run-robustness-tests): In-page section heading.
  - [Configure multiple insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#configure-multiple-insights): In-page section heading.
  - [Get an insight configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#get-an-insight-configuration): In-page section heading.
  - [List insight configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/robustness-testing.html#list-insight-configurations): In-page section heading.

- [Vector databases](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html): Store embeddings and retrieve context for RAG workflows with vector databases in the Python SDK.
  - [Vector databases](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#vector-databases): In-page section heading.
  - [Validate a deployment as a vector database](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#validate-a-deployment-as-a-vector-database): In-page section heading.
  - [Get supported embeddings](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#get-supported-embeddings): In-page section heading.
  - [Get supported text chunking configurations](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#get-supported-text-chunking-configurations): In-page section heading.
  - [Create a vector database](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#create-a-vector-database): In-page section heading.
  - [Update a vector database](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#update-a-vector-database): In-page section heading.
  - [Link vector database to LLM blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#link-vector-database-to-llm-blueprint): In-page section heading.
  - [List and manage vector databases](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#list-and-manage-vector-databases): In-page section heading.
  - [Export a vector database as a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/genai/vector-databases.html#export-a-vector-database-as-a-dataset): In-page section heading.

- [Python API client user guide](https://docs.datarobot.com/en/docs/api/dev-learning/python/index.html): See the outlines and explanations of the methods that comprise the API client.
  - [Python API client user guide](https://docs.datarobot.com/en/docs/api/dev-learning/python/index.html#python-api-client-user-guide): In-page section heading.

- [Agent2Agent protocol](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html): Enable interoperability between AI agents in DataRobot.
  - [Agent2Agent protocol](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#agent2agent-protocol): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#prerequisites): In-page section heading.
  - [Register an external model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#register-an-external-model): In-page section heading.
  - [Create an external prediction environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#create-an-external-prediction-environment): In-page section heading.
  - [Deploy the registered model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#deploy-the-registered-model): In-page section heading.
  - [Upload an agent card](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#upload-an-agent-card): In-page section heading.
  - [Discover A2A agent deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#discover-a2a-agent-deployments): In-page section heading.
  - [Full example](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/a2a.html#full-example): In-page section heading.

- [Batch monitoring jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html): Manage batch monitoring job definitions and jobs for batch-enabled deployments with the Python API client.
  - [Batch monitoring jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#batch-monitoring-jobs): In-page section heading.
  - [Prerequisites](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#prerequisites): In-page section heading.
  - [Batch monitoring job definitions](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#batch-monitoring-job-definitions): In-page section heading.
  - [Batch monitoring jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/batch-monitoring.html#batch-monitoring-jobs): In-page section heading.

- [Challenger models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html): Create and manage challenger models to compare against the deployed champion with the Python API client.
  - [Challenger models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#challenger-models): In-page section heading.
  - [Best practices](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#best-practices): In-page section heading.
  - [Create a challenger model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#create-a-challenger-model): In-page section heading.
  - [List challengers](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#list-challengers): In-page section heading.
  - [Get a specific challenger](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#get-a-specific-challenger): In-page section heading.
  - [Update a challenger model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#update-a-challenger-model): In-page section heading.
  - [Delete a challenger](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#delete-a-challenger): In-page section heading.
  - [Manage challenger settings](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#manage-challenger-settings): In-page section heading.
  - [Work with challenger predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#work-with-challenger-predictions): In-page section heading.
  - [Common workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#common-workflows): In-page section heading.
  - [Considerations](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/challengers.html#considerations): In-page section heading.

- [Custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html): Define and submit custom metrics for deployments with the Python API client.
  - [Custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#custom-metrics): In-page section heading.
  - [Manage custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#manage-custom-metrics): In-page section heading.
  - [Submit custom metric values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#submit-custom-metric-values): In-page section heading.
  - [Retrieve custom metric values over time](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#retrieve-custom-metric-values-over-time): In-page section heading.
  - [Hosted custom metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_metrics.html#hosted-custom-metrics): In-page section heading.

- [Custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html): Manage custom inference models and execution environments with the Python API client.
  - [Custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#custom-models): In-page section heading.
  - [Manage execution environments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-execution-environments): In-page section heading.
  - [Manage custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-custom-models): In-page section heading.
  - [Manage versions](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-versions): In-page section heading.
  - [Manage custom model tests](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/custom_model.html#manage-custom-model-tests): In-page section heading.

- [Data exports](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html): Export prediction, actuals, training, and data quality data from deployments with the Python API client.
  - [Data exports](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#data-exports): In-page section heading.
  - [Prediction data export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#prediction-data-export): In-page section heading.
  - [Actuals data export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#actuals-data-export): In-page section heading.
  - [Training data export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#training-data-export): In-page section heading.
  - [Data quality export](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/data_exports.html#data-quality-export): In-page section heading.

- [Deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html): Deploy, manage, and monitor models with the Python API client.
  - [Deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#deployments): In-page section heading.
  - [Manage deployments](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#manage-deployments): In-page section heading.
  - [Model replacement](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#model-replacement): In-page section heading.
  - [Monitoring](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#monitoring): In-page section heading.
  - [Challengers](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#challengers): In-page section heading.
  - [Settings](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/deployment.html#settings): In-page section heading.

- [MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/index.html): Deploy, monitor, manage, and govern all your models in production with the Python API client.
  - [MLOps](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/index.html#mlops): In-page section heading.

- [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html): Run and manage custom jobs for automation with the Python API client.
  - [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html#jobs): In-page section heading.
  - [Manage jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html#manage-jobs): In-page section heading.
  - [Manage job runs](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/jobs.html#manage-job-runs): In-page section heading.

- [Key values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/key_values.html): Manage key-value configuration for models, deployments, and other entities with the Python API client.
  - [Key values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/key_values.html#key-values): In-page section heading.
  - [Manage key values](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/key_values.html#manage-key-values): In-page section heading.

- [Model Registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html): Create and manage registered models and versions with the Python API client.
  - [Model Registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#model-registry): In-page section heading.
  - [Create a registered model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#create-a-registered-model): In-page section heading.
  - [List and filter registered models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#list-and-filter-registered-models): In-page section heading.
  - [Manage registered models](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#manage-registered-models): In-page section heading.
  - [List deployments associated with a registered model](https://docs.datarobot.com/en/docs/api/dev-learning/python/mlops/model_registry.html#list-deployments-associated-with-a-registered-model): In-page section heading.

- [Blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html): Work with DataRobot blueprints, which define computation paths for datasets before producing predictions.
  - [Blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#blueprints): In-page section heading.
  - [List blueprints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#list-blueprints): In-page section heading.
  - [Get a blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#get-a-blueprint): In-page section heading.
  - [Get a blueprint chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#get-a-blueprint-chart): In-page section heading.
  - [Get blueprint documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#get-blueprint-documentation): In-page section heading.
  - [Blueprint attributes](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#blueprint-attributes): In-page section heading.
  - [Build a model from a blueprint](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/blueprint.html#build-a-model-from-a-blueprint): In-page section heading.

- [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/index.html): Build, understand, and analyze models with the DataRobot Python SDK.
  - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/index.html#modeling): In-page section heading.

- [Automated documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html): Generate and manage automated documentation for DataRobot models and projects.
  - [Automated documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#automated-documentation): In-page section heading.
  - [Check available document types](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#check-available-document-types): In-page section heading.
  - [Generate automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#generate-automated-documents): In-page section heading.
  - [Download automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#download-automated-documents): In-page section heading.
  - [List previously generated automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#list-previously-generated-automated-documents): In-page section heading.
  - [Delete automated documents](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/automated_documentation.html#delete-automated-documents): In-page section heading.

- [External testset](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html): Test models with external datasets to evaluate performance and compute metric scores.
  - [Test with external datasets](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#test-with-external-datasets): In-page section heading.
  - [Request external scores and insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#request-external-scores-and-insights): In-page section heading.
  - [Retrieve external metric scores and insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-external-metric-scores-and-insights): In-page section heading.
  - [Retrieve external metric scores](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-external-metric-scores): In-page section heading.
  - [Retrieve an external lift chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-an-external-lift-chart): In-page section heading.
  - [Retrieve an external multiclass lift chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-an-external-multiclass-lift-chart): In-page section heading.
  - [Retrieve an external ROC curve](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-an-external-roc-curve): In-page section heading.
  - [Retrieve a multiclass confusion matrix](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-a-multiclass-confusion-matrix): In-page section heading.
  - [Retrieve a residuals chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/external_testset.html#retrieve-a-residuals-chart): In-page section heading.

- [Model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/index.html): Retrieve model insights such as feature impact and ROC curves with the Python SDK.
  - [Model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/index.html#model-insights): In-page section heading.

- [Model performance insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html): Compute and retrieve ROC curves, lift charts, and residuals for DataRobot models.
  - [Model performance insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#model-performance-insights): In-page section heading.
  - [ROC Curve](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#roc-curve): In-page section heading.
  - [Lift chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#lift-chart): In-page section heading.
  - [Residuals](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/model_performance_insights.html#residuals): In-page section heading.

- [Prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html): Compute and retrieve prediction explanations for DataRobot models.
  - [Prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#prediction-explanations): In-page section heading.
  - [Quick reference](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#quick-reference): In-page section heading.
  - [List prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#list-prediction-explanations): In-page section heading.
  - [Initialize prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#initialize-prediction-explanations): In-page section heading.
  - [Compute prediction explanations on new data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#compute-prediction-explanations-on-new-data): In-page section heading.
  - [Compute prediction explanations on training data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#compute-prediction-explanations-on-training-data): In-page section heading.
  - [Get previously generated predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#get-previously-generated-predictions): In-page section heading.
  - [Retrieve prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#retrieve-prediction-explanations): In-page section heading.
  - [Adjusted predictions in prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#adjusted-predictions-in-prediction-explanations): In-page section heading.
  - [Multiclass/clustering prediction explanation modes](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#multiclassclustering-prediction-explanation-modes): In-page section heading.
  - [SHAP based prediction explanations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/prediction_explanations.html#shap-based-prediction-explanations): In-page section heading.

- [Rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html): Download and upload rating tables for Generalized Additive Models.
  - [Rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html#rating-table): In-page section heading.
  - [Download a rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html#download-a-rating-table): In-page section heading.
  - [Upload a rating table](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/rating_table.html#uploading-a-rating-table): In-page section heading.

- [SHAP insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/shap_insights.html): Compute and use SHAP (SHapley Additive exPlanations) insights for explaining model predictions.
  - [SHAP insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/shap_insights.html#shap-insights): In-page section heading.
  - [SHAP insights for custom models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/insights/shap_insights.html#shap-insights-for-custom-models): In-page section heading.

- [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html): Manage and monitor jobs in DataRobot projects, including model creation jobs and queue management.
  - [Jobs](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#jobs): In-page section heading.
  - [Check the contents of the queue](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#check-the-contents-of-the-queue): In-page section heading.
  - [Cancel a job](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#cancel-a-job): In-page section heading.
  - [Retrieve results from a job](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#retrieve-results-from-a-job): In-page section heading.
  - [Get an existing model job](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#get-an-existing-model-job): In-page section heading.
  - [Get a created model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#get-a-created-model): In-page section heading.
  - [Async model creation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/job.html#async-model-creation): In-page section heading.

- [Models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html): Train, retrieve, and analyze DataRobot models.
  - [Models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#models): In-page section heading.
  - [Start training a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#start-training-a-model): In-page section heading.
  - [List finished models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#list-finished-models): In-page section heading.
  - [Retrieve a known model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#retrieve-a-known-model): In-page section heading.
  - [Retrieve the highest scoring model for a given metric](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#retrieve-the-highest-scoring-model-for-a-given-metric): In-page section heading.
  - [Train a model on a different sample size](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#train-a-model-on-a-different-sample-size): In-page section heading.
  - [Cross-validating a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#cross-validating-a-model): In-page section heading.
  - [Find the features used](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#find-the-features-used): In-page section heading.
  - [Feature Impact](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#feature-impact): In-page section heading.
  - [Feature Effects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#feature-effects): In-page section heading.
  - [Predict new data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#predict-new-data): In-page section heading.
  - [Model IDs vs. blueprint IDs](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#model-ids-vs-blueprint-ids): In-page section heading.
  - [Model parameters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#model-parameters): In-page section heading.
  - [Create a blender model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#create-a-blender-model): In-page section heading.
  - [Lift chart retrieval](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#lift-chart-retrieval): In-page section heading.
  - [ROC curve retrieval](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#roc-curve-retrieval): In-page section heading.
  - [Residuals chart retrieval](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#residuals-chart-retrieval): In-page section heading.
  - [Word cloud](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#word-cloud): In-page section heading.
  - [Scoring Code](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#scoring-code): In-page section heading.
  - [Get a model blueprint chart](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#get-a-model-blueprint-chart): In-page section heading.
  - [Get a model missing values report](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#get-a-model-missing-values-report): In-page section heading.
  - [Get a blueprint's documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#get-a-blueprints-documentation): In-page section heading.
  - [Request training predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#request-training-predictions): In-page section heading.
  - [Advanced tuning](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#advanced-tuning): In-page section heading.
  - [SHAP Feature Impact](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#shap-feature-impact): In-page section heading.
  - [Number of iterations trained](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model.html#number-of-iterations-trained): In-page section heading.

- [Model recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html): Retrieve and work with DataRobot model recommendations for deployment.
  - [Model recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#model-recommendation): In-page section heading.
  - [Retrieve all recommendations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#retrieve-all-recommendations): In-page section heading.
  - [Retrieve a default recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#retrieve-a-default-recommendation): In-page section heading.
  - [Retrieve a specific recommendation](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#retrieve-a-specific-recommendation): In-page section heading.
  - [Get recommended model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/model_recommendation.html#get-recommended-model): In-page section heading.

- [DataRobot Prime](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html): Use DataRobot Prime to download executable code that approximates models.
  - [DataRobot Prime](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#datarobot-prime): In-page section heading.
  - [Approximate a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#approximate-a-model): In-page section heading.
  - [Prime models vs. models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#prime-models-vs-models): In-page section heading.
  - [Retrieving Code from a PrimeModel](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/prime.html#retrieving-code-from-a-primemodel): In-page section heading.

- [Projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html): Create, configure, and manage DataRobot projects for modeling.
  - [Projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#projects): In-page section heading.
  - [Create a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#create-a-project): In-page section heading.
  - [Select modeling parameters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#select-modeling-parameters): In-page section heading.
  - [Start modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#start-modeling): In-page section heading.
  - [Interact with a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/project.html#interact-with-a-project): In-page section heading.

- [Work with binary data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html): Work with binary data files in DataRobot projects.
  - [Work with binary data](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#working-with-binary-data): In-page section heading.
  - [Prepare data for training](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#preparing-data-for-training): In-page section heading.
  - [Prepare data for predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#preparing-data-for-predictions): In-page section heading.
  - [Process images](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#process-images): In-page section heading.
  - [Process other binary files](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/binary_data.html#processing-other-binary-files): In-page section heading.

- [Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html): Use custom tasks and composable ML in DataRobot.
  - [Composable ML](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#composable-ml): In-page section heading.
  - [Manage custom tasks](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#manage-custom-tasks): In-page section heading.
  - [Manage custom task versions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#manage-custom-task-versions): In-page section heading.
  - [Prepare a custom task version for use](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/custom_task.html#prepare-a-custom-task-version-for-use): In-page section heading.

- [Datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html): Set up and work with datetime partitioned projects in DataRobot.
  - [Datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#datetime-partitioned-projects): In-page section heading.
  - [Set up datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#setting-up-a-datetime-partitioned-project): In-page section heading.
  - [Model with datetime partitioned projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#model-with-datetime-partitioned-projects): In-page section heading.
  - [Accuracy over time plots](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#accuracy-over-time-plots): In-page section heading.
  - [Dates, datetimes, and durations](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/datetime_partition.html#dates-datetimes-and-durations): In-page section heading.

- [Specialized workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/index.html): See alternative workflows for a variety of specialized data types.
  - [Specialized workflows](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/index.html#specialized-workflows): In-page section heading.

- [Monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html): Use monotonic constraints in DataRobot models.
  - [Monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#monotonic-constraints): In-page section heading.
  - [Create feature lists](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#create-feature-lists): In-page section heading.
  - [Specify default monotonic constraints for a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#specify-default-monotonic-constraints-for-a-project): In-page section heading.
  - [Retrieve models and blueprints using monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#retrieve-models-and-blueprints-using-monotonic-constraints): In-page section heading.
  - [Train a model with specific monotonic constraints](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/monotonic_constraints.html#train-a-model-with-specific-monotonic-constraints): In-page section heading.

- [Segmented modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html): Create and work with segmented modeling projects in DataRobot.
  - [Segmented modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#segmented-modeling-projects): In-page section heading.
  - [Segment](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#segment): In-page section heading.
  - [Segmentation task](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#segmentation-task): In-page section heading.
  - [Combined model](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/segmented_modeling.html#combined-model): In-page section heading.

- [Time series projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html): Set up and work with time series projects in DataRobot.
  - [Time series projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#time-series-projects): In-page section heading.
  - [Set up time series projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#setting-up-a-time-series-project): In-page section heading.
  - [Model data and time series features](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#model-data-and-time-series-features): In-page section heading.
  - [Make predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#make-predictions): In-page section heading.
  - [Calendars](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#calendars): In-page section heading.
  - [Datetime trend plots](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#datetime-trend-plots): In-page section heading.
  - [Prediction intervals](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#prediction-intervals): In-page section heading.
  - [Partial history predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#partial-history-predictions): In-page section heading.
  - [External baseline predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#external-baseline-predictions): In-page section heading.
  - [Time series data prep](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/time_series.html#time-series-data-prep): In-page section heading.

- [Unsupervised projects (anomaly detection)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html): Create and work with unsupervised anomaly detection projects in DataRobot.
  - [Unsupervised projects (anomaly detection)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#unsupervised-projects-anomaly-detection): In-page section heading.
  - [Create unsupervised projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#create-unsupervised-projects): In-page section heading.
  - [Create time series unsupervised projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#create-time-series-unsupervised-projects): In-page section heading.
  - [Unsupervised project metrics](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#unsupervised-project-metrics): In-page section heading.
  - [Estimate accuracy of unsupervised anomaly detection datetime partitioned models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#estimate-accuracy-of-unsupervised-anomaly-detection-datetime-partitioned-models): In-page section heading.
  - [Explain unsupervised time series anomaly detection model predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#explain-unsupervised-time-series-anomaly-detection-model-predictions): In-page section heading.
  - [Assess unsupervised anomaly detection models on external test sets](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#assess-unsupervised-anomaly-detection-models-on-external-test-sets): In-page section heading.
  - [Request external scores and insights (time series)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#request-external-scores-and-insights-time-series): In-page section heading.
  - [Request external scores and insights for AutoML models](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#request-external-scores-and-insights-for-automl-models): In-page section heading.
  - [Retrieve external scores and insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_anomaly.html#retrieve-external-scores-and-insights): In-page section heading.

- [Unsupervised Projects (Clustering)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html): Create and work with unsupervised clustering projects in DataRobot.
  - [Unsupervised Projects (Clustering)](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#unsupervised-projects-clustering): In-page section heading.
  - [Create unsupervised projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#create-unsupervised-projects): In-page section heading.
  - [Unsupervised clustering project metric](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#unsupervised-clustering-project-metric): In-page section heading.
  - [Retrieve information about clusters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#retrieve-information-about-clusters): In-page section heading.
  - [Work with cluster insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#work-with-cluster-insights): In-page section heading.
  - [Work with clusters](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#work-with-clusters): In-page section heading.
  - [Clustering classes reference](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/unsupervised_clustering.html#clustering-classes-reference): In-page section heading.

- [Visual AI projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html): Create and work with Visual AI projects using image data in DataRobot.
  - [Visual AI projects](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#visual-ai-projects): In-page section heading.
  - [Create a Visual AI project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#create-a-visual-ai-project): In-page section heading.
  - [Start modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#start-modeling): In-page section heading.
  - [Interact with a Visual AI project](https://docs.datarobot.com/en/docs/api/dev-learning/python/modeling/spec/visualai.html#interact-with-a-visual-ai-project): In-page section heading.

- [Some odd race condition is causing this to fail after tests have already passed](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html): Score large datasets with the batch prediction API on deployed Prediction Servers.
  - [Batch predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#batch-predictions): In-page section heading.
  - [Make batch predictions with a deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#make-batch-predictions-with-a-deployment): In-page section heading.
  - [Scoring local CSV files](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-local-csv-files): In-page section heading.
  - [Scoring from and to S3](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-from-and-to-s3): In-page section heading.
  - [Scoring from and to Azure Cloud Storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-from-and-to-azure-cloud-storage): In-page section heading.
  - [Scoring from and to Google Cloud Platform](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-from-and-to-google-cloud-platform): In-page section heading.
  - [Manually configure a batch prediction job](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#manually-configure-a-batch-prediction-job): In-page section heading.
  - [Copy a previously submitted job](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#copy-a-previously-submitted-job): In-page section heading.
  - [Scoring an in-memory Pandas DataFrame](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#scoring-an-in-memory-pandas-dataframe): In-page section heading.
  - [Batch prediction job definitions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#batch-prediction-job-definitions): In-page section heading.
  - [Job definitions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#job-definitions): In-page section heading.
  - [Execute a job definition](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#execute-a-job-definition): In-page section heading.
  - [The schedule payload](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/batch_predictions.html#the-schedule-payload): In-page section heading.

- [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/index.html): Generate real-time and batch predictions with the DataRobot Python SDK.
  - [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/index.html#predictions): In-page section heading.

- [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html): Track asynchronous prediction jobs and retrieve results with the Python SDK.
  - [Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#predictions): In-page section heading.
  - [Start making predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#start-making-predictions): In-page section heading.
  - [Listing Predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#listing-predictions): In-page section heading.
  - [Get an existing PredictJob](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#get-an-existing-predictjob): In-page section heading.
  - [Get generated predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#get-generated-predictions): In-page section heading.
  - [Retrieve results](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#retrieve-results): In-page section heading.
  - [Get previously generated predictions](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#get-previously-generated-predictions): In-page section heading.
  - [Quick reference](https://docs.datarobot.com/en/docs/api/dev-learning/python/predictions/predict_job.html#quick-reference): In-page section heading.

- [Chunking Service static dataset example](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/chunking_service_v2_script_static.html): Requirements:DataRobot Python SDK and theSAMPLE_DATA_TO_START_PROJECTfeature flag enabled.
  - [Chunking Service static dataset example](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/chunking_service_v2_script_static.html#chunking-service-static-dataset-example): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/chunking_service_v2_script_static.html#authentication): In-page section heading.
  - [Import libraries](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/chunking_service_v2_script_static.html#import-libraries): In-page section heading.
  - [Configure pipeline functions](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/chunking_service_v2_script_static.html#configure-pipeline-functions): In-page section heading.
  - [Configure and run](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/chunking_service_v2_script_static.html#configure-and-run): In-page section heading.

- [Chunking Service dynamic dataset example](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html): Requirements:DataRobot Python SDK, credentials, named credential for the dataset, and theSAMPLE_DATA_TO_START_PROJECTfeature flag enabled.
  - [Chunking Service dynamic dataset example](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html#chunking-service-dynamic-dataset-example): In-page section heading.
  - [Authentication](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html#authentication): In-page section heading.
  - [Import libraries](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html#import-libraries): In-page section heading.
  - [Configure pipeline functions](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html#configure-pipeline-functions): In-page section heading.
  - [Configure and run](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html#configure-and-run): In-page section heading.
  - [Optional: percentage-based sample](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/dynamic_dataset_incremental_learning_v2.html#optional-percentage-based-sample): In-page section heading.

- [Incremental learning code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/index.html): See comprehensive workflows, notebooks, and tutorials that help you find complete examples of incremental learning.
  - [Incremental learning code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/incremental-learning/index.html#incremental-learning-code-examples): In-page section heading.

- [Python code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/index.html): Browse Python code examples for common DataRobot workflows.
  - [Python code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/index.html#python-code-examples): In-page section heading.

- [Generate advanced model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html): This notebook explores model insights available for DataRobot's Python client. You can download this notebook using the icon in the top right of the page. Download the dataset used in this notebook...
  - [Generate advanced model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#generate-advanced-model-insights): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#setup): In-page section heading.
  - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#modeling): In-page section heading.
  - [Model insights](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/adv-insights.html#model-insights): In-page section heading.

- [Configure datetime partitioning](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/datetime-v3.html): This notebook outlines how to usedatetime partitioningwith version 3.0 of DataRobot's Python client.
  - [Configure datetime partitioning](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/datetime-v3.html#configure-datetime-partitioning): In-page section heading.

- [Advanced Feature Selection using Feature Importance Rank Ensembling (FIRE)](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/Feature-Importance-Rank-Ensembling.html): This notebook shows the benefits ofFIRE, advanced feature selection that uses median rank aggregation of feature impacts across several models created during a run of Autopilot.
  - [Advanced Feature Selection using Feature Importance Rank Ensembling (FIRE)](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/Feature-Importance-Rank-Ensembling.html#advanced-feature-selection-using-feature-importance-rank-ensembling-fire): In-page section heading.

- [Feature selection notebooks](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/index.html): See notebooks that outline feature selection.
  - [Feature selection notebooks](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/index.html#feature-selection-notebooks): In-page section heading.

- [Advanced feature selection with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html): This notebooks shows how you can use DataRobot's Python client to accomplish feature selection by creating aggregated Feature Impact using models created during Autopilot. For more information abou...
  - [Advanced feature selection with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#advanced-feature-selection-with-python): In-page section heading.
  - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#requirements): In-page section heading.
  - [Import libraries](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#import-libraries): In-page section heading.
  - [Select models](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#select-models): In-page section heading.
  - [Create a dataframe](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#create-a-dataframe): In-page section heading.
  - [View rankings and distribution](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#view-rankings-and-distribution): In-page section heading.
  - [Create a new feature list](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/feat-select/python-select.html#create-a-new-feature-list): In-page section heading.

- [Modeling code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/index.html): See comprehensive workflows, notebooks, and tutorials that help you find complete examples of common data science and machine learning workflows for modeling.
  - [Modeling code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/index.html#modeling-code-examples): In-page section heading.

- [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html): This notebook demonstrates how to migrate a model from one DataRobot cluster to another of the same version.
  - [Migrate a model to a new cluster](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#migrate-a-model-to-a-new-cluster): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#setup): In-page section heading.
  - [Download the deployed model package](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#download-the-deployed-model-package): In-page section heading.
  - [Upload the model to the Model Registry](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#upload-the-model-to-the-model-registry): In-page section heading.
  - [Find the dedicated prediction engine ID](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#find-the-dedicated-prediction-engine-id): In-page section heading.
  - [Create a new deployment from the target model package](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#create-a-new-deployment-from-the-target-model-package): In-page section heading.
  - [DataRobot v7.x extra steps](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#datarobot-v7x-extra-steps): In-page section heading.
  - [Copyright 2023 DataRobot Inc. All Rights Reserved.](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/migrate-nb.html#copyright-2023-datarobot-inc-all-rights-reserved): In-page section heading.

- [Build a model factory](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/model-factory.html): A model factory is a system or set of procedures that automatically generate predictive models with little to no human intervention. Model factories can have multiple layers of complexity, called m...
  - [Build a model factory](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/model-factory.html#build-a-model-factory): In-page section heading.
  - [Create a mini model factory](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/model-factory.html#create-a-mini-model-factory): In-page section heading.

- [Python modeling workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html): This code example outlines how to useDataRobot's Python API clientto train and experiment with models. It also offers ideas for integrating DataRobot with other products via the API.
  - [Python modeling workflow overview](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#python-modeling-workflow-overview): In-page section heading.
  - [Data used for this example](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#data-used-for-this-example): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#setup): In-page section heading.
  - [Create a project and train models with Autopilot](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#create-a-project-and-train-models-with-autopilot): In-page section heading.
  - [Experiment to get better results](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#experiment-to-get-better-results): In-page section heading.
  - [In-depth model evaluation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#in-depth-model-evaluation): In-page section heading.
  - [Deploy a model](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/modeling-code/python-modeling.html#deploy-a-model): In-page section heading.

- [Make batch predictions with Azure Blob storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html): Use the DataRobot Python Client package to set up a batch prediction job that reads an input file for scoring from Azure Blob storage and then writes the results back to Azure.
  - [Make batch predictions with Azure Blob storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#make-batch-predictions-with-azure-blob-storage): In-page section heading.
  - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#takeaways): In-page section heading.
  - [Create stored credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#create-stored-credentials): In-page section heading.
  - [Run the prediction job](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#run-the-prediction-job): In-page section heading.
  - [Documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/azure-pred.html#documentation): In-page section heading.

- [Using the batch prediction API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html): This notebook demonstrates how to use DataRobot's batch prediction API to score large datasets with a deployed DataRobot model.
  - [Using the batch prediction API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#using-the-batch-prediction-api): In-page section heading.
  - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#requirements): In-page section heading.
  - [Connect to DataRobot](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#connect-to-datarobot): In-page section heading.
  - [Set the deployment ID](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#set-the-deployment-id): In-page section heading.
  - [Determine input and output options](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#determine-input-and-output-options): In-page section heading.
  - [Batch prediction scoring examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/batch-pred-api.html#batch-prediction-scoring-examples): In-page section heading.

- [ESG score predictions with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html): This notebook walks through Python code from an example application that uses DataRobot to predict the Environmental, Societal, and Corporate (ESG) scores for stocks. After completing this lab, you...
  - [ESG score predictions with Python](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#esg-score-predictions-with-python): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#setup): In-page section heading.
  - [Explore the training data](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#explore-the-training-data): In-page section heading.
  - [Upload data](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#upload-data): In-page section heading.
  - [Modeling](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#modeling): In-page section heading.
  - [Calculate ESG scores for a dataset](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#calculate-esg-scores-for-a-dataset): In-page section heading.
  - [Recap](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/esg-score.html#recap): In-page section heading.

- [Make batch predictions with Google Cloud storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html): Make and write predictions to Google Cloud Storage.
  - [Make batch predictions with Google Cloud storage](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#make-batch-predictions-with-google-cloud-storage): In-page section heading.
  - [Requirements](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#requirements): In-page section heading.
  - [Configure a GCP service account](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#configure-a-gcp-service-account): In-page section heading.
  - [Create stored credentials](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#create-stored-credentials): In-page section heading.
  - [Run the prediction job](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#run-the-prediction-job): In-page section heading.
  - [Documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/gcs-pred.html#documentation): In-page section heading.

- [Prediction code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/index.html): See comprehensive workflows, notebooks, and tutorials that help you find complete examples of prediction workflows.
  - [Prediction code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/index.html#prediction-code-examples): In-page section heading.

- [Schedule predictions with a JDBC database](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/jdbc-nb.html): Making predictions on a daily or monthly basis is a manual, time-consuming, and cumbersome process. Batch predictions are commonly used when you have to score new records over a certain frame of ti...
  - [Schedule predictions with a JDBC database](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/jdbc-nb.html#schedule-predictions-with-a-jdbc-database): In-page section heading.

- [Make Visual AI predictions via the API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html): Make predictions on Visual AI projects with API calls.
  - [Make Visual AI predictions via the API](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#make-visual-ai-predictions-via-the-api): In-page section heading.
  - [Takeaways](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#takeaways): In-page section heading.
  - [Predictions workflow](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#predictions-workflow): In-page section heading.
  - [Learn More](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#learn-more): In-page section heading.
  - [Documentation](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/prediction-examples/vai-pred.html#documentation): In-page section heading.

- [Bolt-on governance with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html): When DataRobot refers to "Bolt on Governance", it means wrapping a large language model endpoint in a DataRobot deployment, allowing you to engage with it through a DataRobot API token. In exchange...
  - [Bolt-on governance with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#bolt-on-governance-with-pulumi): In-page section heading.
  - [Initialize the environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#initialize-the-environment): In-page section heading.
  - [Set up a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#set-up-a-project): In-page section heading.
  - [Declarative LLM deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#declarative-llm-deployment): In-page section heading.
  - [Run the stack](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#run-the-stack): In-page section heading.
  - [Clear your work](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy-gov.html#clear-your-work): In-page section heading.

- [Deploy a custom model with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html): This notebook outlines how to use Pulumi to deploy a scikit learn classifier in two easy stages.
  - [Deploy a custom model with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#deploy-a-custom-model-with-pulumi): In-page section heading.
  - [Initialize the environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#initialize-the-environment): In-page section heading.
  - [Set up a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#set-up-a-project): In-page section heading.
  - [Declarative custom model deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#declarative-custom-model-deployment): In-page section heading.
  - [Run the stack](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#run-the-stack): In-page section heading.
  - [Clear your work](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_custom_inference_model.html#clear-your-work): In-page section heading.

- [Deploy a custom application with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html): This notebook outlines how to use Pulumi to deploy a custom application in two easy steps.
  - [Deploy a custom application with Pulumi](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#deploy-a-custom-application-with-pulumi): In-page section heading.
  - [Initialize the environment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#initialize-the-environment): In-page section heading.
  - [Set up a project](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#set-up-a-project): In-page section heading.
  - [2. Declarative App Deployment](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#2-declarative-app-deployment): In-page section heading.
  - [Run the stack](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#run-the-stack): In-page section heading.
  - [Clear your work](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/deploy_dr_app.html#clear-your-work): In-page section heading.

- [Pulumi code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/index.html): See comprehensive workflows, notebooks, and tutorials that help you find complete examples of how to execute Pulumi tasks with DataRobot.
  - [Pulumi code examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-code-examples/pulumi-examples/index.html#pulumi-code-examples): In-page section heading.

- [Troubleshooting the Python client](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-help.html): See cases that can cause issues with using the Python client and known fixes.
  - [Troubleshooting the Python client](https://docs.datarobot.com/en/docs/api/dev-learning/python/py-help.html#troubleshooting-the-python-client): In-page section heading.

- [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/index.html): Create and manage Workbench Use Cases with the DataRobot Python SDK.
  - [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/index.html#use-cases): In-page section heading.

- [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html): Group datasets, models, and experiments in a Workbench Use Case with the Python SDK.
  - [Use Cases](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#use-cases): In-page section heading.
  - [Add to a Use Case](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#add-to-a-use-case): In-page section heading.
  - [Configuration](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#configuration): In-page section heading.
  - [Sharing](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#sharing): In-page section heading.
  - [Overview](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#overview): In-page section heading.
  - [Examples](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#examples): In-page section heading.
  - [Looking beyond a Use Case](https://docs.datarobot.com/en/docs/api/dev-learning/python/use_cases/use_cases.html#looking-beyond-a-use-case): In-page section heading.

- [REST API code examples](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/index.html): Browse REST API code examples for common DataRobot workflows.
  - [REST API code examples](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/index.html#rest-api-code-examples): In-page section heading.

- [Create a multiseries project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/multi-rest.html): This notebook outlines how to create a DataRobot project and begin modeling for a multiseries time series project with DataRobot's REST API.
  - [Create a multiseries project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/multi-rest.html#create-a-multiseries-project): In-page section heading.

- [Fetch metadata from prediction jobs](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/pred-metadata.html): This notebook outlines how to retrieve metadata from prediction jobs with DataRobot's REST API.
  - [Fetch metadata from prediction jobs](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/pred-metadata.html#fetch-metadata-from-prediction-jobs): In-page section heading.
  - [Setup](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/pred-metadata.html#setup): In-page section heading.

- [Create a clustering project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/rest-cluster.html): This notebook outlines how to create a clustering project and initiate Autopilot in Manual mode via DataRobot's REST API. Manual mode allows you to select and train specific blueprints for modeling...
  - [Create a clustering project](https://docs.datarobot.com/en/docs/api/dev-learning/restapi/rest-cluster.html#create-a-clustering-project): In-page section heading.

- [Developer documentation](https://docs.datarobot.com/en/docs/api/index.html): Use the REST and Python APIs and a variety of code-first tools to develop models.
  - [Developer documentation](https://docs.datarobot.com/en/docs/api/index.html#developer-documentation): In-page section heading.

- [Time series](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html): See how to set up batch predictions for time series models, including settings details and code examples.
  - [Time series](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#time-series): In-page section heading.
  - [Time series batch prediction settings](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#time-series-batch-prediction-settings): In-page section heading.
  - [Prediction type](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#prediction-type): In-page section heading.
  - [Requirements for the scoring dataset](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-ts.html#requirements-for-the-scoring-dataset): In-page section heading.

- [Troubleshooting Batch Prediction jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html): See common issues that occur with Batch Prediction jobs, and how to resolve them.
  - [Troubleshooting](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#troubleshooting): In-page section heading.
  - [A job is stuck inINITIALIZING](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#a-job-is-stuck-in-initializing): In-page section heading.
  - [A job is stuck inRUNNING](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#a-job-is-stuck-in-running): In-page section heading.
  - [A job wasABORTED](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#a-job-was-aborted): In-page section heading.
  - [HTTP 406was returned when uploading a CSV file for local file intake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-406-was-returned-when-uploading-a-csv-file-for-local-file-intake): In-page section heading.
  - [HTTP 422was returned when uploading a CSV file for local file intake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-422-was-returned-when-uploading-a-csv-file-for-local-file-intake): In-page section heading.
  - [Intake stream error due to date format mismatch in Oracle JDBC scoring data](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#intake-stream-error-due-to-date-format-mismatch-in-oracle-jdbc-scoring-data): In-page section heading.
  - [The network connection broke while uploading a dataset for local file intake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#the-network-connection-broke-while-uploading-a-dataset-for-local-file-intake): In-page section heading.
  - [The network connection became unavailable while downloading the scoring data for local file output](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#the-network-connection-became-unavailable-while-downloading-the-scoring-data-for-local-file-output): In-page section heading.
  - [HTTP 404was returned while trying to download scored data](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-404-was-returned-while-trying-to-download-scored-data): In-page section heading.
  - [HTTP 406was returned when trying to download scored data](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#http-406-was-returned-when-trying-to-download-scored-data): In-page section heading.
  - [CREATE_TABLEscoring fails due to unsupported output column name formats](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#create_table-scoring-fails-due-to-unsupported-output-column-name-formats): In-page section heading.
  - [Possible causes forHTTP 422on job creation](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/batch-pred-tshoot.html#possible-causes-for-http-422-on-job-creation): In-page section heading.

- [Batch Prediction API](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html): Use the Batch Prediction API for flexible options for scoring large datasets using the prediction servers you have already deployed.
  - [Batch Prediction API](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#batch-prediction-api): In-page section heading.
  - [Limits](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#limits): In-page section heading.
  - [Concurrent jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#concurrent-jobs): In-page section heading.
  - [Data pipeline](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#data-pipeline): In-page section heading.
  - [Concurrent scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#concurrent-scoring): In-page section heading.
  - [Job states](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#job-states): In-page section heading.
  - [Store credentials securely](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#store-credentials-securely): In-page section heading.
  - [CSV format](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#csv-format): In-page section heading.
  - [Model monitoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#model-monitoring): In-page section heading.
  - [Override the default prediction instance](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#override-the-default-prediction-instance): In-page section heading.
  - [Consistent scoring with updated model](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#consistent-scoring-with-updated-model): In-page section heading.
  - [Template variables](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#template-variables): In-page section heading.
  - [API Reference](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/index.html#api-reference): In-page section heading.

- [Prediction intake options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html): Configure batch prediction data sources (intake) with the Job Definitions UI or the Batch Prediction API.
  - [Prediction intake options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#prediction-intake-options): In-page section heading.
  - [Local file streaming](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#local-file-streaming): In-page section heading.
  - [HTTP scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#http-scoring): In-page section heading.
  - [JDBC scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#jdbc-scoring): In-page section heading.
  - [SAP Datasphere scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#sap-datasphere-scoring): In-page section heading.
  - [Databricks scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#databricks-scoring): In-page section heading.
  - [Trino scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#trino-scoring): In-page section heading.
  - [Azure Blob Storage scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#azure-blob-storage-scoring): In-page section heading.
  - [Google Cloud Storage scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#google-cloud-storage-scoring): In-page section heading.
  - [Amazon S3 scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#amazon-s3-scoring): In-page section heading.
  - [BigQuery scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#bigquery-scoring): In-page section heading.
  - [Snowflake scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#snowflake-scoring): In-page section heading.
  - [Azure Synapse scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#azure-synapse-scoring): In-page section heading.
  - [AI Catalog / Data Registry dataset scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#ai-catalog-data-registry-dataset-scoring): In-page section heading.
  - [Wrangler recipe dataset scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/intake-options.html#wrangler-recipe-dataset-scoring): In-page section heading.

- [Batch Prediction job definitions](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html): Submit a working Batch Prediction job. You must supply a variety of elements to the POST request payload depending on the type of prediction.
  - [Batch Prediction job definitions](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html#batch-prediction-job-definitions): In-page section heading.
  - [Job Definitions API](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html#job-definitions-api): In-page section heading.
  - [Execute a Job Definition](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-definitions.html#execute-a-job-definition): In-page section heading.

- [Schedule Batch Prediction jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html): Create a definition and schedule the execution of a Batch Prediction job.
  - [Schedule Batch Prediction jobs](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#schedule-batch-prediction-jobs): In-page section heading.
  - [Schedule a job definition](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#schedule-a-job-definition): In-page section heading.
  - [Disable a scheduled job](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#disable-a-scheduled-job): In-page section heading.
  - [Limitations](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/job-scheduling.html#limitations): In-page section heading.

- [Predictions on large datasets](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/large-preds-api.html): Walk through an example of making predictions on a large dataset using the Batch Prediction API.
  - [Predictions on large datasets](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/large-preds-api.html#predictions-on-large-datasets): In-page section heading.

- [Output formats](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html): See the output formats for the predictions DataRobot returns in a columnar table format.
  - [Output format](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#output-format): In-page section heading.
  - [Regression models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#regression-models): In-page section heading.
  - [Binary classification models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#binary-classification-models): In-page section heading.
  - [Multiclass classification models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#multiclass-classification-models): In-page section heading.
  - [Time series models](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#time-series-models): In-page section heading.
  - [Prediction status](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#prediction-status): In-page section heading.
  - [Prediction warnings](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#prediction-warnings): In-page section heading.
  - [Deployment approval status](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#deployment-approval-status): In-page section heading.
  - [Prediction Explanations](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#prediction-explanations): In-page section heading.
  - [Passthrough columns](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#passthrough-columns): In-page section heading.
  - [Association ID](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#association-id): In-page section heading.
  - [Output filters](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#output-filters): In-page section heading.
  - [Column name remapping](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-format.html#column-name-remapping): In-page section heading.

- [Prediction output options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html): Configure batch prediction destinations (output) with the Job Definitions UI or the Batch Prediction API.
  - [Prediction output options](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#prediction-output-options): In-page section heading.
  - [Local file streaming](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#local-file-streaming): In-page section heading.
  - [HTTP write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#http-write): In-page section heading.
  - [JDBC write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#jdbc-write): In-page section heading.
  - [SAP Datasphere write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#sap-datasphere-write): In-page section heading.
  - [Databricks write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#databricks-write): In-page section heading.
  - [Trino write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#trino-write): In-page section heading.
  - [Azure Blob Storage write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#azure-blob-storage-write): In-page section heading.
  - [Google Cloud Storage write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#google-cloud-storage-write): In-page section heading.
  - [Amazon S3 write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#amazon-s3-write): In-page section heading.
  - [BigQuery write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#bigquery-write): In-page section heading.
  - [Snowflake write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#snowflake-write): In-page section heading.
  - [Azure Synapse write](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/output-options.html#azure-synapse-write): In-page section heading.

- [Batch prediction use cases](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html): Examine several end-to-end examples of scoring with API code for both CSV files and external services.
  - [Batch prediction use cases](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#batch-prediction-use-cases): In-page section heading.
  - [End-to-end scoring of CSV files from local files](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-of-csv-files-from-local-files): In-page section heading.
  - [End-to-end scoring of CSV files on S3](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-of-csv-files-on-s3): In-page section heading.
  - [AI Catalog-to-CSV file scoring](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#ai-catalog-to-csv-file-scoring): In-page section heading.
  - [End-to-end scoring from a JDBC PostgreSQL database](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-from-a-jdbc-postgresql-database): In-page section heading.
  - [End-to-end scoring with Snowflake](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-with-snowflake): In-page section heading.
  - [End-to-end scoring with Synapse](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-with-synapse): In-page section heading.
  - [End-to-end scoring with BigQuery](https://docs.datarobot.com/en/docs/api/reference/batch-prediction-api/pred-examples.html#end-to-end-scoring-with-bigquery): In-page section heading.

- [API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/index.html): Reference the changes introduced in new versions of the DataRobot Python client, R client, and REST API.
  - [API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/index.html#api-changelogs): In-page section heading.

- [Python client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html): This was an experimental release and is subsumed by 3.10.0rc0.
  - [Python client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#python-client-changelog): In-page section heading.
  - [3.19.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3190): In-page section heading.
  - [3.18.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3180): In-page section heading.
  - [3.17.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3170): In-page section heading.
  - [3.16.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3160): In-page section heading.
  - [3.15.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3150): In-page section heading.
  - [3.14.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3140): In-page section heading.
  - [3.13.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3130): In-page section heading.
  - [3.12.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3120): In-page section heading.
  - [3.11.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3110): In-page section heading.
  - [3.10.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3100): In-page section heading.
  - [3.10.0b0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#3100b0): In-page section heading.
  - [3.9.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#391): In-page section heading.
  - [3.9.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#390): In-page section heading.
  - [3.8.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#380): In-page section heading.
  - [3.7.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#370): In-page section heading.
  - [3.6.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#360): In-page section heading.
  - [3.5.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#350): In-page section heading.
  - [3.4.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#341): In-page section heading.
  - [3.4.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#340): In-page section heading.
  - [3.3.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#330): In-page section heading.
  - [3.2.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#320): In-page section heading.
  - [3.1.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#311): In-page section heading.
  - [3.1.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#310): In-page section heading.
  - [3.0.3](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#303): In-page section heading.
  - [3.0.2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#302): In-page section heading.
  - [3.0.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#301): In-page section heading.
  - [3.0.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#300): In-page section heading.
  - [2.29.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2290): In-page section heading.
  - [2.28.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2280): In-page section heading.
  - [2.27.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2270): In-page section heading.
  - [2.26.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2260): In-page section heading.
  - [2.25.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2250): In-page section heading.
  - [2.24.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2240): In-page section heading.
  - [2.23.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2230): In-page section heading.
  - [2.22.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2221): In-page section heading.
  - [2.21.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2210): In-page section heading.
  - [2.20.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2200): In-page section heading.
  - [2.19.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2190): In-page section heading.
  - [2.18.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2180): In-page section heading.
  - [2.17.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2170): In-page section heading.
  - [2.16.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2160): In-page section heading.
  - [2.15.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2151): In-page section heading.
  - [2.15.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2150): In-page section heading.
  - [2.14.2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2142): In-page section heading.
  - [2.14.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2141): In-page section heading.
  - [2.14.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2140): In-page section heading.
  - [2.13.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2130): In-page section heading.
  - [2.12.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2120): In-page section heading.
  - [2.11.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2110): In-page section heading.
  - [2.9.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#290): In-page section heading.
  - [2.8.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#281): In-page section heading.
  - [2.8.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#280): In-page section heading.
  - [2.7.2](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#272): In-page section heading.
  - [2.7.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#271): In-page section heading.
  - [2.7.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#270): In-page section heading.
  - [2.6.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#261): In-page section heading.
  - [2.6.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#260): In-page section heading.
  - [2.5.1](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#251): In-page section heading.
  - [2.5.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#250): In-page section heading.
  - [2.4.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#240): In-page section heading.
  - [2.3.0](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#230): In-page section heading.
  - [2.2.33](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2233): In-page section heading.
  - [2.2.32](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2232): In-page section heading.
  - [2.1.31](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2131): In-page section heading.
  - [2.1.30](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2130_1): In-page section heading.
  - [2.1.29](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2129): In-page section heading.
  - [2.1.28](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2128): In-page section heading.
  - [2.0.27](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#2027): In-page section heading.
  - [0.2.26](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0226): In-page section heading.
  - [0.2.25](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0225): In-page section heading.
  - [0.2.24](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0224): In-page section heading.
  - [0.1.24](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0124): In-page section heading.
  - [0.1.23](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0123): In-page section heading.
  - [0.1.22](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0122): In-page section heading.
  - [0.1.21](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0121): In-page section heading.
  - [0.1.20](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0120): In-page section heading.
  - [0.1.19](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0119): In-page section heading.
  - [0.1.18](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0118): In-page section heading.
  - [0.1.17](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0117): In-page section heading.
  - [0.1.16](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0116): In-page section heading.
  - [0.1.15](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0115): In-page section heading.
  - [0.1.14](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0114): In-page section heading.
  - [0.1.13](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0113): In-page section heading.
  - [0.1.12](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0112): In-page section heading.
  - [0.1.11](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0111): In-page section heading.
  - [0.1.10](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#0110): In-page section heading.
  - [0.1.9](https://docs.datarobot.com/en/docs/api/reference/changelogs/py-changelog/index.html#019): In-page section heading.

- [R client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html): Reference the changes introduced in new versions of the DataRobot R client.
  - [R client changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-changelog): In-page section heading.
  - [R client v2.18.7](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2187): In-page section heading.
  - [R client v2.18.6](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2186): In-page section heading.
  - [R client v2.18.5](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2185): In-page section heading.
  - [R client v2.18.4](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v2184): In-page section heading.
  - [R client v2.31](https://docs.datarobot.com/en/docs/api/reference/changelogs/r-log.html#r-client-v231): In-page section heading.

- [REST API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html): Reference the changes introduced in new versions of the DataRobot REST API.
  - [REST API changelogs](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#api-changelogs): In-page section heading.
  - [v2.48 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v248-changelog): In-page section heading.
  - [v2.47 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v247-changelog): In-page section heading.
  - [v2.46 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v246-changelog): In-page section heading.
  - [v2.45 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v245-changelog): In-page section heading.
  - [v2.44 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v240-changelog): In-page section heading.
  - [v2.43 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v243-changelog): In-page section heading.
  - [v2.42 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v242-changelog): In-page section heading.
  - [v2.41 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v241-changelog): In-page section heading.
  - [v2.40 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v240-changelog): In-page section heading.
  - [v2.39 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v239-changelog): In-page section heading.
  - [v2.38 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v238-changelog): In-page section heading.
  - [v2.37 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v237-changelog): In-page section heading.
  - [v2.36 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v236-changelog): In-page section heading.
  - [v2.35 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v235-changelog): In-page section heading.
  - [v2.34 changelog](https://docs.datarobot.com/en/docs/api/reference/changelogs/rest-changelog/index.html#v234-changelog): In-page section heading.

- [API reference](https://docs.datarobot.com/en/docs/api/reference/index.html): See the reference documentation available for the DataRobot APIs.
  - [API reference](https://docs.datarobot.com/en/docs/api/reference/index.html#api-reference): In-page section heading.

- [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html): Use the DataRobot Prediction API to make predictions using serverless prediction environments.
  - [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#make-predictions-with-the-api): In-page section heading.
  - [Making predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-predictions): In-page section heading.
  - [Using persistent HTTP connections](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#using-persistent-http-connections): In-page section heading.
  - [Prediction inputs](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#prediction-inputs): In-page section heading.
  - [Prediction outputs](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#prediction-outputs): In-page section heading.
  - [Prediction objects](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#prediction-objects): In-page section heading.
  - [Making predictions with time series](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-predictions-with-time-series): In-page section heading.
  - [Making Prediction Explanations](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-prediction-explanations): In-page section heading.
  - [Making predictions with humility monitoring](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#making-predictions-with-humility-monitoring): In-page section heading.
  - [Error responses](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#error-responses): In-page section heading.
  - [Knowing the limitations](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#knowing-the-limitations): In-page section heading.
  - [Best practices for the fastest predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/dr-predapi-serverless.html#best-practices-for-the-fastest-predictions): In-page section heading.

- [Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/index.html): Use the DataRobot Prediction API to make real-time predictions via serverless prediction environments.
  - [Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/index.html#prediction-api): In-page section heading.

- [Deprecated API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html): See the DataRobot deprecated Prediction API routes, with a complete list of the specific deprecated POST and GET requests and their replacements.
  - [Deprecated API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#deprecated-api-routes): In-page section heading.
  - [Deprecated Prediction API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#deprecated-prediction-api-routes): In-page section heading.
  - [Request examples for legacy Prediction API routes](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#request-examples-for-legacy-prediction-api-routes): In-page section heading.
  - [Tracking deprecated routes usage](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/deprecated-prediction-api.html#tracking-deprecated-routes-usage): In-page section heading.

- [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html): Use the DataRobot Prediction API to make predictions on a dedicated prediction server.
  - [Make predictions with the API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#make-predictions-with-the-api): In-page section heading.
  - [Making predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-predictions): In-page section heading.
  - [Using persistent HTTP connections](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#using-persistent-http-connections): In-page section heading.
  - [Prediction inputs](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#prediction-inputs): In-page section heading.
  - [Prediction outputs](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#prediction-outputs): In-page section heading.
  - [Prediction objects](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#prediction-objects): In-page section heading.
  - [Making predictions with time series](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-predictions-with-time-series): In-page section heading.
  - [Making Prediction Explanations](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-prediction-explanations): In-page section heading.
  - [Making predictions with humility monitoring](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#making-predictions-with-humility-monitoring): In-page section heading.
  - [Error responses](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#error-responses): In-page section heading.
  - [Knowing the limitations](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#knowing-the-limitations): In-page section heading.
  - [Best practices for the fastest predictions](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/dr-predapi.html#best-practices-for-the-fastest-predictions): In-page section heading.

- [Dedicated Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/index.html): Use the DataRobot Prediction API to make real-time predictions on a prediction server.
  - [Prediction API (Dedicated)](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/index.html#prediction-api): In-page section heading.

- [Predictions for unstructured model deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html): Use a specified endpoint to calculate predictions based on user-provided data for a specific unstructured model deployment.
  - [Predictions for unstructured model deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#predictions-for-unstructured-model-deployments): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#request-parameters): In-page section heading.
  - [Response 200](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#response-200): In-page section heading.
  - [Errors list](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred-unstructured.html#errors-list): In-page section heading.

- [Predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html): Use a specified endpoint to calculate predictions based on user-provided data for a specific deployment on a dedicated prediction server.
  - [Predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#predictions-for-deployments): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#request-parameters): In-page section heading.
  - [Response 200](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#response-200): In-page section heading.
  - [Errors list](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-pred.html#errors-list): In-page section heading.

- [Prediction Explanations for deployment](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html): Make predictions and return Prediction Explanations from a specified endpoint on a dedicated prediction server.
  - [Prediction Explanations for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html#prediction-explanations-for-deployments): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html#request-parameters): In-page section heading.
  - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/dep-predex.html#errors-list): In-page section heading.

- [Dedicated Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html): See additional documentation for the Prediction API. It lists the methods, input and output parameters, and errors that the API may return.
  - [Dedicated Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html#dedicated-prediction-api-reference): In-page section heading.
  - [General errors for Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html#general-errors-for-prediction-api): In-page section heading.
  - [Prediction API infinity behavior](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/index.html#prediction-api-infinity-behavior): In-page section heading.

- [Ping health check](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/ping.html): Run a health check to determine whether the prediction service is available.
  - [Ping health check](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/ping.html#ping-health-check): In-page section heading.

- [Time series predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html): Make time series predictions for a deployed model.
  - [Time series predictions for deployments](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html#time-series-predictions-for-deployments): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html#request-parameters): In-page section heading.
  - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/legacy-predapi/pred-ref/time-pred.html#errors-list): In-page section heading.

- [Predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html): Use a specified endpoint to calculate predictions based on user-provided data for a specific deployment in a serverless prediction environment.
  - [Predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#predictions-for-deployments-serverless): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#request-parameters): In-page section heading.
  - [Response 200](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#response-200): In-page section heading.
  - [Errors list](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-pred.html#errors-list): In-page section heading.

- [Prediction Explanations for deployment (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html): Make predictions and return Prediction Explanations from a specified endpoint in a serverless prediction environment.
  - [Prediction Explanations for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html#prediction-explanations-for-deployments-serverless): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html#request-parameters): In-page section heading.
  - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/dep-predex.html#errors-list): In-page section heading.

- [Serverless Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html): See additional documentation for the Serverless Prediction API. It lists the methods, input and output parameters, and errors that the API may return.
  - [Serverless Prediction API reference](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html#serverless-prediction-api-reference): In-page section heading.
  - [General errors for Prediction API](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html#general-errors-for-prediction-api): In-page section heading.
  - [Prediction API infinity behavior](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/index.html#prediction-api-infinity-behavior): In-page section heading.

- [Time series predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html): Make time series predictions for a deployed model using serverless prediction environments.
  - [Time series predictions for deployments (Serverless)](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html#time-series-predictions-for-deployments-serverless): In-page section heading.
  - [Request parameters](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html#request-parameters): In-page section heading.
  - [Errors List](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-ref-serverless/time-pred.html#errors-list): In-page section heading.

- [Get a prediction server ID](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-server-id.html): Retrieve a prediction server ID using cURL commands from the REST API or by using the DataRobot Python client.
  - [Get a prediction server ID](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-server-id.html#get-a-prediction-server-id): In-page section heading.
  - [Documentation](https://docs.datarobot.com/en/docs/api/reference/predapi/pred-server-id.html#documentation): In-page section heading.

- [Agent cards](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html): Use the endpoints described below to discover agents registered within the platform and manage agent cards.
  - [Agent cards](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#agent-cards): In-page section heading.
  - [List registered agent cards](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#list-registered-agent-cards): In-page section heading.
  - [Delete the agent card by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#delete-the-agent-card-by-deployment-id): In-page section heading.
  - [Retrieve the agent card by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#retrieve-the-agent-card-by-deployment-id): In-page section heading.
  - [Create by deployment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#create-by-deployment-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#schemas): In-page section heading.
  - [APIKeySecurityScheme](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_APIKeySecurityScheme): In-page section heading.
  - [AgentCapabilities](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentCapabilities): In-page section heading.
  - [AgentCard](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentCard): In-page section heading.
  - [AgentCardListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentCardListResponse): In-page section heading.
  - [AgentCardResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentCardResponse): In-page section heading.
  - [AgentCardSignature](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentCardSignature): In-page section heading.
  - [AgentExtension](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentExtension): In-page section heading.
  - [AgentInterface](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentInterface): In-page section heading.
  - [AgentProvider](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentProvider): In-page section heading.
  - [AgentSkill](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AgentSkill): In-page section heading.
  - [AllowExtra](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AllowExtra): In-page section heading.
  - [AuthorizationCodeOAuthFlow](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_AuthorizationCodeOAuthFlow): In-page section heading.
  - [ClientCredentialsOAuthFlow](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_ClientCredentialsOAuthFlow): In-page section heading.
  - [HTTPAuthSecurityScheme](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_HTTPAuthSecurityScheme): In-page section heading.
  - [ImplicitOAuthFlow](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_ImplicitOAuthFlow): In-page section heading.
  - [MutualTLSSecurityScheme](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_MutualTLSSecurityScheme): In-page section heading.
  - [OAuth2SecurityScheme](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_OAuth2SecurityScheme): In-page section heading.
  - [OAuthFlows](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_OAuthFlows): In-page section heading.
  - [OpenIdConnectSecurityScheme](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_OpenIdConnectSecurityScheme): In-page section heading.
  - [PasswordOAuthFlow](https://docs.datarobot.com/en/docs/api/reference/public-api/agent_cards.html#tocS_PasswordOAuthFlow): In-page section heading.

- [Agentic memory service](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html): Endpoints for managing agentic memory spaces, sessions, and events.
  - [Agentic memory service](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#agentic-memory-service): In-page section heading.
  - [List memory spaces](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#list-memory-spaces): In-page section heading.
  - [Create memory space](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-memory-space): In-page section heading.
  - [Delete memory space by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#delete-memory-space-by-memory_space_-id): In-page section heading.
  - [Get memory space by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#get-memory-space-by-memory_space_-id): In-page section heading.
  - [Update memory space by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#update-memory-space-by-memory_space_-id): In-page section heading.
  - [List sessions by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#list-sessions-by-memory_space_-id): In-page section heading.
  - [Create session by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-session-by-memory_space_-id): In-page section heading.
  - [Delete session by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#delete-session-by-memory_space_-id): In-page section heading.
  - [Get session by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#get-session-by-memory_space_-id): In-page section heading.
  - [Update session by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#update-session-by-memory_space_-id): In-page section heading.
  - [List events by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#list-events-by-memory_space_-id): In-page section heading.
  - [Create event by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-event-by-memory_space_-id): In-page section heading.
  - [Update events batch by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#update-events-batch-by-memory_space_-id): In-page section heading.
  - [Create events batch by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-events-batch-by-memory_space_-id): In-page section heading.
  - [Delete event by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#delete-event-by-memory_space_-id): In-page section heading.
  - [Update event by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#update-event-by-memory_space_-id): In-page section heading.
  - [Delete all memories by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#delete-all-memories-by-memory_space_-id): In-page section heading.
  - [Get all memories v1 by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#get-all-memories-v1-by-memory_space_-id): In-page section heading.
  - [Post memories by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#post-memories-by-memory_space_-id): In-page section heading.
  - [Search memories v1 by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#search-memories-v1-by-memory_space_-id): In-page section heading.
  - [Delete memory by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#delete-memory-by-memory_space_-id): In-page section heading.
  - [Get memory by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#get-memory-by-memory_space_-id): In-page section heading.
  - [Put memory by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#put-memory-by-memory_space_-id): In-page section heading.
  - [Get memory history by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#get-memory-history-by-memory_space_-id): In-page section heading.
  - [ping by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#ping-by-memory_space_-id): In-page section heading.
  - [Reset memories by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#reset-memories-by-memory_space_-id): In-page section heading.
  - [Get all memories v2 by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#get-all-memories-v2-by-memory_space_-id): In-page section heading.
  - [Search memories v2 by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#search-memories-v2-by-memory_space_-id): In-page section heading.
  - [Create memories by ID by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-memories-by-id-by-memory_space_-id): In-page section heading.
  - [Create add by ID by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-add-by-id-by-memory_space_-id): In-page section heading.
  - [Create search by ID by memory_space_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#create-search-by-id-by-memory_space_-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#schemas): In-page section heading.
  - [BatchCreateEventRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_BatchCreateEventRequest): In-page section heading.
  - [BatchEventResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_BatchEventResponse): In-page section heading.
  - [BatchUpdateEventItem](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_BatchUpdateEventItem): In-page section heading.
  - [BatchUpdateEventRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_BatchUpdateEventRequest): In-page section heading.
  - [CreateEventRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_CreateEventRequest): In-page section heading.
  - [CreateMemorySpaceRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_CreateMemorySpaceRequest): In-page section heading.
  - [CreateSessionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_CreateSessionRequest): In-page section heading.
  - [EmitterDataModel](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_EmitterDataModel): In-page section heading.
  - [EventBody](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_EventBody): In-page section heading.
  - [EventCountTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_EventCountTrigger): In-page section heading.
  - [EventResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_EventResponse): In-page section heading.
  - [EventType](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_EventType): In-page section heading.
  - [HTTPValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_HTTPValidationError): In-page section heading.
  - [IdleTimeoutTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_IdleTimeoutTrigger): In-page section heading.
  - [LifecycleStrategiesDataModel](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_LifecycleStrategiesDataModel): In-page section heading.
  - [LifecycleStrategyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_LifecycleStrategyResponse): In-page section heading.
  - [MemoryCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemoryCreate): In-page section heading.
  - [MemoryGetAll](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemoryGetAll): In-page section heading.
  - [MemorySearch](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemorySearch): In-page section heading.
  - [MemorySpaceDeduplicationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemorySpaceDeduplicationErrorResponse): In-page section heading.
  - [MemorySpaceOwnership](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemorySpaceOwnership): In-page section heading.
  - [MemorySpaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemorySpaceResponse): In-page section heading.
  - [MemoryUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_MemoryUpdate): In-page section heading.
  - [Message](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_Message): In-page section heading.
  - [NeverTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_NeverTrigger): In-page section heading.
  - [PaginatedResponse_EventResponse_](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_PaginatedResponse_EventResponse_): In-page section heading.
  - [PaginatedResponse_MemorySpaceResponse_](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_PaginatedResponse_MemorySpaceResponse_): In-page section heading.
  - [PaginatedResponse_SessionResponse_](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_PaginatedResponse_SessionResponse_): In-page section heading.
  - [SessionDeduplicationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_SessionDeduplicationErrorResponse): In-page section heading.
  - [SessionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_SessionResponse): In-page section heading.
  - [TTLTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_TTLTrigger): In-page section heading.
  - [TokenCountTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_TokenCountTrigger): In-page section heading.
  - [UpdateEventRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_UpdateEventRequest): In-page section heading.
  - [UpdateMemorySpaceRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_UpdateMemorySpaceRequest): In-page section heading.
  - [UpdateSessionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_UpdateSessionRequest): In-page section heading.
  - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/agentic_memory.html#tocS_ValidationError): In-page section heading.

- [Agents](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html): The following endpoints outline how to manage agents.
  - [Agents](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#agents): In-page section heading.
  - [Request chat completion by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#request-chat-completion-by-custom-model-id): In-page section heading.
  - [Obtain chat completion response by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#obtain-chat-completion-response-by-custom-model-id): In-page section heading.
  - [List search studies by use case ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#list-search-studies-by-use-case-id): In-page section heading.
  - [Run agentic search](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#run-agentic-search): In-page section heading.
  - [Delete existing search study by ID by search study ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#delete-existing-search-study-by-id-by-search-study-id): In-page section heading.
  - [Get existing search study by ID by search study ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#get-existing-search-study-by-id-by-search-study-id): In-page section heading.
  - [Edit search study by search study ID](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#edit-search-study-by-search-study-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#schemas): In-page section heading.
  - [AgentChatCompletionRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentChatCompletionRequest): In-page section heading.
  - [AgentChatCompletionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentChatCompletionResponse): In-page section heading.
  - [AgentChoice](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentChoice): In-page section heading.
  - [AgentMessage](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentMessage): In-page section heading.
  - [AgentTracingContext](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_AgentTracingContext): In-page section heading.
  - [ChunkingParametersConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ChunkingParametersConfig): In-page section heading.
  - [DeleteSearchApiResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_DeleteSearchApiResponse): In-page section heading.
  - [EditSearchStudyRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_EditSearchStudyRequest): In-page section heading.
  - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_HTTPValidationErrorResponse): In-page section heading.
  - [HistoryPoint](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_HistoryPoint): In-page section heading.
  - [JobStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_JobStatus): In-page section heading.
  - [LLMConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_LLMConfig): In-page section heading.
  - [ListSearchStudyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ListSearchStudyResponse): In-page section heading.
  - [ListSearchStudySortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ListSearchStudySortQueryParam): In-page section heading.
  - [RunAgenticSearchRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_RunAgenticSearchRequest): In-page section heading.
  - [RunSearchApiResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_RunSearchApiResponse): In-page section heading.
  - [SearchDirection](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchDirection): In-page section heading.
  - [SearchObjective](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchObjective): In-page section heading.
  - [SearchSpace](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchSpace): In-page section heading.
  - [SearchStudyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_SearchStudyResponse): In-page section heading.
  - [TracingContextEntityType](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_TracingContextEntityType): In-page section heading.
  - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_ValidationError): In-page section heading.
  - [VectorDatabaseConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/agents.html#tocS_VectorDatabaseConfig): In-page section heading.

- [LLM compliance tests](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html): The following endpoints outline how to manage AI robustness tests.
  - [LLM compliance tests](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#llm-compliance-tests): In-page section heading.
  - [Create cost metric configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-cost-metric-configuration): In-page section heading.
  - [Delete cost metric configuration by cost metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-cost-metric-configuration-by-cost-metric-configuration-id): In-page section heading.
  - [Retrieve cost metric configuration by cost metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-cost-metric-configuration-by-cost-metric-configuration-id): In-page section heading.
  - [Edit cost metric configuration by cost metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-cost-metric-configuration-by-cost-metric-configuration-id): In-page section heading.
  - [List evaluation dataset configurations](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-configurations): In-page section heading.
  - [Create evaluation dataset configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-evaluation-dataset-configuration): In-page section heading.
  - [Delete evaluation dataset configuration by evaluation dataset configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-evaluation-dataset-configuration-by-evaluation-dataset-configuration-id): In-page section heading.
  - [Retrieve evaluation dataset configuration by evaluation dataset configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-evaluation-dataset-configuration-by-evaluation-dataset-configuration-id): In-page section heading.
  - [Edit evaluation dataset configuration by evaluation dataset configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-evaluation-dataset-configuration-by-evaluation-dataset-configuration-id): In-page section heading.
  - [Delete evaluation dataset metric aggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-evaluation-dataset-metric-aggregation): In-page section heading.
  - [List evaluation dataset metric aggregations](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-metric-aggregations): In-page section heading.
  - [Create evaluation dataset metric aggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-evaluation-dataset-metric-aggregation): In-page section heading.
  - [List evaluation dataset metric aggregations aggregated by LLM blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-metric-aggregations-aggregated-by-llm-blueprint): In-page section heading.
  - [List evaluation dataset metric aggregations unique computed metrics by uniquefield](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-evaluation-dataset-metric-aggregations-unique-computed-metrics-by-uniquefield): In-page section heading.
  - [List LLM test configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-llm-test-configuration): In-page section heading.
  - [Create LLM test configuration](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-llm-test-configuration): In-page section heading.
  - [List non out-of-the-box datasets](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-non-out-of-the-box-datasets): In-page section heading.
  - [List out-of-the-box datasets](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-out-of-the-box-datasets): In-page section heading.
  - [List supported insights](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-supported-insights): In-page section heading.
  - [Delete LLM test configuration by LLM test configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-llm-test-configuration-by-llm-test-configuration-id): In-page section heading.
  - [Retrieve LLM test configuration by LLM test configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-llm-test-configuration-by-llm-test-configuration-id): In-page section heading.
  - [Edit LLM test configuration by LLM test configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-llm-test-configuration-by-llm-test-configuration-id): In-page section heading.
  - [List LLM test results](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-llm-test-results): In-page section heading.
  - [Create LLM test result](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-llm-test-result): In-page section heading.
  - [Delete LLM test result by LLM test result ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-llm-test-result-by-llm-test-result-id): In-page section heading.
  - [Retrieve LLM test result by LLM test result ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-llm-test-result-by-llm-test-result-id): In-page section heading.
  - [List LLM test suites](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-llm-test-suites): In-page section heading.
  - [Create LLM test suite](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#create-llm-test-suite): In-page section heading.
  - [Delete LLM test suite by LLM test suite ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-llm-test-suite-by-llm-test-suite-id): In-page section heading.
  - [Retrieve LLM test suite by LLM test suite ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-llm-test-suite-by-llm-test-suite-id): In-page section heading.
  - [Edit LLM test suite by LLM test suite ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-llm-test-suite-by-llm-test-suite-id): In-page section heading.
  - [Delete ootb metric configuration by ootb metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-ootb-metric-configuration-by-ootb-metric-configuration-id): In-page section heading.
  - [Get ootb metric configuration by ootb metric configuration ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#get-ootb-metric-configuration-by-ootb-metric-configuration-id): In-page section heading.
  - [List sidecar model metric validations](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#list-sidecar-model-metric-validations): In-page section heading.
  - [Validate sidecar model metric](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#validate-sidecar-model-metric): In-page section heading.
  - [Delete sidecar model metric validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#delete-sidecar-model-metric-validation-by-validation-id): In-page section heading.
  - [Retrieve sidecar model metric validation status by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#retrieve-sidecar-model-metric-validation-status-by-validation-id): In-page section heading.
  - [Edit sidecar model metric validation by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#edit-sidecar-model-metric-validation-by-validation-id): In-page section heading.
  - [Revalidate sidecar model metric by validation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#revalidate-sidecar-model-metric-by-validation-id): In-page section heading.
  - [Generate synthetic evaluation dataset](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#generate-synthetic-evaluation-dataset): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#schemas): In-page section heading.
  - [AggregatedAggregationValue](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_AggregatedAggregationValue): In-page section heading.
  - [AggregationType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_AggregationType): In-page section heading.
  - [AggregationValue](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_AggregationValue): In-page section heading.
  - [ArgumentMatchMode](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ArgumentMatchMode): In-page section heading.
  - [CommonLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CommonLLMSettings): In-page section heading.
  - [CostMetricConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CostMetricConfigurationResponse): In-page section heading.
  - [CreateCostMetricConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateCostMetricConfigurationRequest): In-page section heading.
  - [CreateEvaluationDatasetConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateEvaluationDatasetConfigurationRequest): In-page section heading.
  - [CreateEvaluationDatasetMetricAggregationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateEvaluationDatasetMetricAggregationRequest): In-page section heading.
  - [CreateEvaluationDatasetMetricAggregationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateEvaluationDatasetMetricAggregationResponse): In-page section heading.
  - [CreateLLMTestConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateLLMTestConfigurationRequest): In-page section heading.
  - [CreateLLMTestResultRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateLLMTestResultRequest): In-page section heading.
  - [CreateLLMTestSuiteRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateLLMTestSuiteRequest): In-page section heading.
  - [CreateSidecarModelMetricValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CreateSidecarModelMetricValidationRequest): In-page section heading.
  - [CustomModelChatLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelChatLLMSettings): In-page section heading.
  - [CustomModelGuard](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuard): In-page section heading.
  - [CustomModelGuardNemoEvaluatorType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardNemoEvaluatorType): In-page section heading.
  - [CustomModelGuardOOTBType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardOOTBType): In-page section heading.
  - [CustomModelGuardStage](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardStage): In-page section heading.
  - [CustomModelGuardType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelGuardType): In-page section heading.
  - [CustomModelLLMSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelLLMSettings): In-page section heading.
  - [CustomModelValidationStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_CustomModelValidationStatus): In-page section heading.
  - [DatasetEvaluationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DatasetEvaluationRequest): In-page section heading.
  - [DatasetEvaluationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DatasetEvaluationResponse): In-page section heading.
  - [DatasetIdentifier](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DatasetIdentifier): In-page section heading.
  - [DeploymentAccessData](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DeploymentAccessData): In-page section heading.
  - [DeploymentInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_DeploymentInputType): In-page section heading.
  - [EditCostMetricConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditCostMetricConfigurationRequest): In-page section heading.
  - [EditEvaluationDatasetConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditEvaluationDatasetConfigurationRequest): In-page section heading.
  - [EditLLMTestConfigurationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditLLMTestConfigurationRequest): In-page section heading.
  - [EditLLMTestSuiteRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditLLMTestSuiteRequest): In-page section heading.
  - [EditSidecarModelMetricValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EditSidecarModelMetricValidationRequest): In-page section heading.
  - [EvaluationDatasetConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetConfigurationResponse): In-page section heading.
  - [EvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse): In-page section heading.
  - [EvaluationDatasetMetricAggregationChatDetails](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationChatDetails): In-page section heading.
  - [EvaluationDatasetMetricAggregationFieldQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationFieldQueryParam): In-page section heading.
  - [EvaluationDatasetMetricAggregationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationResponse): In-page section heading.
  - [EvaluationDatasetMetricAggregationUniqueFieldValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_EvaluationDatasetMetricAggregationUniqueFieldValuesResponse): In-page section heading.
  - [ExecutionStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ExecutionStatus): In-page section heading.
  - [ExtraMetricSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ExtraMetricSettings): In-page section heading.
  - [GradingResult](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_GradingResult): In-page section heading.
  - [GuardCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_GuardCondition): In-page section heading.
  - [GuardConditionComparator](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_GuardConditionComparator): In-page section heading.
  - [HTTPValidationErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_HTTPValidationErrorResponse): In-page section heading.
  - [InsightErrorResolution](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightErrorResolution): In-page section heading.
  - [InsightEvaluationResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightEvaluationResultResponse): In-page section heading.
  - [InsightGradingCriteria](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightGradingCriteria): In-page section heading.
  - [InsightToEvalDatasetsCompatibility](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightToEvalDatasetsCompatibility): In-page section heading.
  - [InsightTypes](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightTypes): In-page section heading.
  - [InsightsConfigurationWithAdditionalData](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_InsightsConfigurationWithAdditionalData): In-page section heading.
  - [Intervention](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_Intervention): In-page section heading.
  - [LLMBlueprintSnapshot](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMBlueprintSnapshot): In-page section heading.
  - [LLMCostConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMCostConfigurationResponse): In-page section heading.
  - [LLMTestConfigurationNonOOTBDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationNonOOTBDatasetResponse): In-page section heading.
  - [LLMTestConfigurationOOTBDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationOOTBDatasetResponse): In-page section heading.
  - [LLMTestConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationResponse): In-page section heading.
  - [LLMTestConfigurationSupportedInsightsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationSupportedInsightsResponse): In-page section heading.
  - [LLMTestConfigurationType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestConfigurationType): In-page section heading.
  - [LLMTestGradingCriteria](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestGradingCriteria): In-page section heading.
  - [LLMTestResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestResultResponse): In-page section heading.
  - [LLMTestSuiteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_LLMTestSuiteResponse): In-page section heading.
  - [ListCustomModelValidationSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListCustomModelValidationSortQueryParam): In-page section heading.
  - [ListEvaluationDatasetConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetConfigurationResponse): In-page section heading.
  - [ListEvaluationDatasetConfigurationsQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetConfigurationsQueryParam): In-page section heading.
  - [ListEvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationAggregatedByLLMBlueprintResponse): In-page section heading.
  - [ListEvaluationDatasetMetricAggregationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationResponse): In-page section heading.
  - [ListEvaluationDatasetMetricAggregationSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationSortQueryParam): In-page section heading.
  - [ListEvaluationDatasetMetricAggregationUniqueFieldValuesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListEvaluationDatasetMetricAggregationUniqueFieldValuesResponse): In-page section heading.
  - [ListLLMTestConfigurationNonOOTBDatasetsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestConfigurationNonOOTBDatasetsResponse): In-page section heading.
  - [ListLLMTestConfigurationOOTBDatasetsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestConfigurationOOTBDatasetsResponse): In-page section heading.
  - [ListLLMTestConfigurationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestConfigurationsResponse): In-page section heading.
  - [ListLLMTestResultResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestResultResponse): In-page section heading.
  - [ListLLMTestSuiteSortQueryParam](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestSuiteSortQueryParam): In-page section heading.
  - [ListLLMTestSuitesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListLLMTestSuitesResponse): In-page section heading.
  - [ListSidecarModelMetricValidationnResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ListSidecarModelMetricValidationnResponse): In-page section heading.
  - [MetricUnit](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_MetricUnit): In-page section heading.
  - [ModerationAction](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ModerationAction): In-page section heading.
  - [ModerationConfigurationWithID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ModerationConfigurationWithID): In-page section heading.
  - [ModerationConfigurationWithoutID](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ModerationConfigurationWithoutID): In-page section heading.
  - [OOTBAgenticMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBAgenticMetricInsightNames): In-page section heading.
  - [OOTBDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBDataset): In-page section heading.
  - [OOTBDatasetName](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBDatasetName): In-page section heading.
  - [OOTBDatasetUrl](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBDatasetUrl): In-page section heading.
  - [OOTBMetricConfigurationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBMetricConfigurationResponse): In-page section heading.
  - [OOTBMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OOTBMetricInsightNames): In-page section heading.
  - [OTELMetricInsightNames](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_OTELMetricInsightNames): In-page section heading.
  - [PipelineStage](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_PipelineStage): In-page section heading.
  - [PromptSamplingStrategy](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_PromptSamplingStrategy): In-page section heading.
  - [PromptType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_PromptType): In-page section heading.
  - [RetrievalMode](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_RetrievalMode): In-page section heading.
  - [SidecarModelMetricMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SidecarModelMetricMetadata): In-page section heading.
  - [SidecarModelMetricValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SidecarModelMetricValidationResponse): In-page section heading.
  - [SupportedDeploymentType](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SupportedDeploymentType): In-page section heading.
  - [SyntheticEvaluationDatasetGenerationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SyntheticEvaluationDatasetGenerationRequest): In-page section heading.
  - [SyntheticEvaluationDatasetGenerationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_SyntheticEvaluationDatasetGenerationResponse): In-page section heading.
  - [ToolCallAccuracySettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ToolCallAccuracySettings): In-page section heading.
  - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_ValidationError): In-page section heading.
  - [VectorDatabaseRetrievers](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_VectorDatabaseRetrievers): In-page section heading.
  - [VectorDatabaseSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/ai_robustness_tests.html#tocS_VectorDatabaseSettings): In-page section heading.

- [Analytics](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html): Use analytics endpoints to retrieve and audit and event logs.
  - [Analytics](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#analytics): In-page section heading.
  - [Retrieve user-friendly descriptions](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-user-friendly-descriptions): In-page section heading.
  - [Retrieve one page of audit log records](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-one-page-of-audit-log-records): In-page section heading.
  - [Retrieve all the available events](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-all-the-available-events): In-page section heading.
  - [Retrieve prediction usage data](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-prediction-usage-data): In-page section heading.
  - [Get the audit record by ID by record ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#get-the-audit-record-by-id-by-record-id): In-page section heading.
  - [Create a customer usage data artifact request](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#create-a-customer-usage-data-artifact-request): In-page section heading.
  - [Describe supported available audit events](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#describe-supported-available-audit-events): In-page section heading.
  - [Retrieve a prepared customer usage data artifact by artifact ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#retrieve-a-prepared-customer-usage-data-artifact-by-artifact-id): In-page section heading.
  - [Reset resource usage by user ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#reset-resource-usage-by-user-id): In-page section heading.
  - [List resource usage by user ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#list-resource-usage-by-user-id): In-page section heading.
  - [Delete rate limit usage by ID by user ID](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#delete-rate-limit-usage-by-id-by-user-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#schemas): In-page section heading.
  - [ActivityEventDescriptionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_ActivityEventDescriptionResponse): In-page section heading.
  - [ActivityEventDescriptionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_ActivityEventDescriptionsListResponse): In-page section heading.
  - [AuditLogContextObjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogContextObjectResponse): In-page section heading.
  - [AuditLogsEventListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogsEventListResponse): In-page section heading.
  - [AuditLogsRetrieveOneResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogsRetrieveOneResponse): In-page section heading.
  - [AuditLogsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_AuditLogsRetrieveResponse): In-page section heading.
  - [PredictionUsageObjectResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_PredictionUsageObjectResponse): In-page section heading.
  - [PredictionUsageRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_PredictionUsageRetrieveResponse): In-page section heading.
  - [ResourceUsage](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_ResourceUsage): In-page section heading.
  - [ResourceUsageResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_ResourceUsageResponse): In-page section heading.
  - [UsageDataEventsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_UsageDataEventsListResponse): In-page section heading.
  - [UsageDataExport](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_UsageDataExport): In-page section heading.
  - [UsageDataRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/analytics.html#tocS_UsageDataRetrieveResponse): In-page section heading.

- [Application templates](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html): Use the endpoints described below to manage application templates.
  - [Application templates](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#application-templates): In-page section heading.
  - [List the application templates the user has access to](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#list-the-application-templates-the-user-has-access-to): In-page section heading.
  - [Create an application template](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#create-an-application-template): In-page section heading.
  - [Delete an application template by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#delete-an-application-template-by-application-template-id): In-page section heading.
  - [Update an application template by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#update-an-application-template-by-application-template-id): In-page section heading.
  - [Clone an application template into a codespace by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#clone-an-application-template-into-a-codespace-by-application-template-id): In-page section heading.
  - [Delete an application template image/gif. by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#delete-an-application-template-imagegif-by-application-template-id): In-page section heading.
  - [Retrieve an application template image by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#retrieve-an-application-template-image-by-application-template-id): In-page section heading.
  - [Upload an application template image/gif. by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#upload-an-application-template-imagegif-by-application-template-id): In-page section heading.
  - [Get the resolved clone url by application template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#get-the-resolved-clone-url-by-application-template-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#schemas): In-page section heading.
  - [ApplicationTemplateCloneResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateCloneResponse): In-page section heading.
  - [ApplicationTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateCreate): In-page section heading.
  - [ApplicationTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateListResponse): In-page section heading.
  - [ApplicationTemplateMediaResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateMediaResponse): In-page section heading.
  - [ApplicationTemplateMediaUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateMediaUpload): In-page section heading.
  - [ApplicationTemplateRepositoryUrlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateRepositoryUrlResponse): In-page section heading.
  - [ApplicationTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateResponse): In-page section heading.
  - [ApplicationTemplateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_ApplicationTemplateUpdate): In-page section heading.
  - [Ports](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_Ports): In-page section heading.
  - [Repository](https://docs.datarobot.com/en/docs/api/reference/public-api/application_templates.html#tocS_Repository): In-page section heading.

- [Approval workflows](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html): This page describes the endpoints for enacting workflow requirements to ensure quality and comply with regulatory obligations. when you create a new or change an existing deployment, if the approva...
  - [Approval workflows](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#approval-workflows): In-page section heading.
  - [List approval policies](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-approval-policies): In-page section heading.
  - [Create a new approval policy](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#create-a-new-approval-policy): In-page section heading.
  - [Delete an approval policy by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#delete-an-approval-policy-by-approval-policy-id): In-page section heading.
  - [Retrieve an approval policy by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-an-approval-policy-by-approval-policy-id): In-page section heading.
  - [Update an approval policy by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#update-an-approval-policy-by-approval-policy-id): In-page section heading.
  - [Retrieve associated change requests info by approval policy ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-associated-change-requests-info-by-approval-policy-id): In-page section heading.
  - [Get policy ID matching the query](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#get-policy-id-matching-the-query): In-page section heading.
  - [Get a list of available policy triggers](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#get-a-list-of-available-policy-triggers): In-page section heading.
  - [List change requests](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-change-requests): In-page section heading.
  - [Create change request](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#create-change-request): In-page section heading.
  - [Retrieve change request by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-change-request-by-change-request-id): In-page section heading.
  - [Update change request by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#update-change-request-by-change-request-id): In-page section heading.
  - [Request change request review by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#request-change-request-review-by-change-request-id): In-page section heading.
  - [List change request reviews by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-change-request-reviews-by-change-request-id): In-page section heading.
  - [Create review by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#create-review-by-change-request-id): In-page section heading.
  - [Retrieve review by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-review-by-change-request-id): In-page section heading.
  - [Resolve by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#resolve-by-change-request-id): In-page section heading.
  - [List suggested reviewers by change request ID](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#list-suggested-reviewers-by-change-request-id): In-page section heading.
  - [Retrieve configured recommended settings by entitytype by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-configured-recommended-settings-by-entitytype-by-entitytype): In-page section heading.
  - [Update recommended settings by entitytype by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#update-recommended-settings-by-entitytype-by-entitytype): In-page section heading.
  - [Retrieve the list of available setting choices by entitytype by entitytype](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#retrieve-the-list-of-available-setting-choices-by-entitytype-by-entitytype): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#schemas): In-page section heading.
  - [ApprovalPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicy): In-page section heading.
  - [ApprovalPolicyAutomaticAction](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyAutomaticAction): In-page section heading.
  - [ApprovalPolicyIntendedAction](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyIntendedAction): In-page section heading.
  - [ApprovalPolicyIntendedActionCondition](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyIntendedActionCondition): In-page section heading.
  - [ApprovalPolicyListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyListResponse): In-page section heading.
  - [ApprovalPolicyMatchResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyMatchResponse): In-page section heading.
  - [ApprovalPolicyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyResponse): In-page section heading.
  - [ApprovalPolicyReview](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyReview): In-page section heading.
  - [ApprovalPolicyTrigger](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyTrigger): In-page section heading.
  - [ApprovalPolicyTriggerLabel](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalPolicyTriggerLabel): In-page section heading.
  - [ApprovalWorkflowListTriggerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ApprovalWorkflowListTriggerResponse): In-page section heading.
  - [ChangeRequestCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestCreate): In-page section heading.
  - [ChangeRequestDiff](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestDiff): In-page section heading.
  - [ChangeRequestInfoListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestInfoListResponse): In-page section heading.
  - [ChangeRequestInfoResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestInfoResponse): In-page section heading.
  - [ChangeRequestRequestReview](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestRequestReview): In-page section heading.
  - [ChangeRequestResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestResponse): In-page section heading.
  - [ChangeRequestUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestUpdate): In-page section heading.
  - [ChangeRequestUpdateStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestUpdateStatus): In-page section heading.
  - [ChangeRequestsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ChangeRequestsListResponse): In-page section heading.
  - [DeploymentApproveChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentApproveChange): In-page section heading.
  - [DeploymentChangeImportanceChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentChangeImportanceChange): In-page section heading.
  - [DeploymentChangeStatusChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentChangeStatusChange): In-page section heading.
  - [DeploymentCleanupStatsChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentCleanupStatsChange): In-page section heading.
  - [DeploymentDeleteChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentDeleteChange): In-page section heading.
  - [DeploymentReplaceModelChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentReplaceModelChange): In-page section heading.
  - [DeploymentReplaceModelPackageChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentReplaceModelPackageChange): In-page section heading.
  - [DeploymentUpdateSecondaryDatasetConfigChange](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_DeploymentUpdateSecondaryDatasetConfigChange): In-page section heading.
  - [PolicyUserGroup](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_PolicyUserGroup): In-page section heading.
  - [RecommendedSetting](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSetting): In-page section heading.
  - [RecommendedSettingChoice](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingChoice): In-page section heading.
  - [RecommendedSettingItem](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingItem): In-page section heading.
  - [RecommendedSettingsChoices](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingsChoices): In-page section heading.
  - [RecommendedSettingsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingsResponse): In-page section heading.
  - [RecommendedSettingsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_RecommendedSettingsUpdate): In-page section heading.
  - [ReviewCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ReviewCreate): In-page section heading.
  - [ReviewResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ReviewResponse): In-page section heading.
  - [ReviewsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_ReviewsListResponse): In-page section heading.
  - [SuggestedReviewersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_SuggestedReviewersResponse): In-page section heading.
  - [UserInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_UserInfo): In-page section heading.
  - [UserOperations](https://docs.datarobot.com/en/docs/api/reference/public-api/approval_workflows.html#tocS_UserOperations): In-page section heading.

- [Artifacts](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html): Manage artifact definitions and container specifications.
  - [Artifacts](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#artifacts): In-page section heading.
  - [Get artifact repositories](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifact-repositories): In-page section heading.
  - [Delete artifact repository by artifact_repository_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#delete-artifact-repository-by-artifact_repository_-id): In-page section heading.
  - [Get artifact repository by artifact_repository_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifact-repository-by-artifact_repository_-id): In-page section heading.
  - [Get artifact repository shared roles by artifact_repository_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifact-repository-shared-roles-by-artifact_repository_-id): In-page section heading.
  - [Update artifact repository shared roles by artifact_repository_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#update-artifact-repository-shared-roles-by-artifact_repository_-id): In-page section heading.
  - [Get artifacts](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifacts): In-page section heading.
  - [Create artifact](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#create-artifact): In-page section heading.
  - [Delete artifact by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#delete-artifact-by-artifact_-id): In-page section heading.
  - [Get artifact by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifact-by-artifact_-id): In-page section heading.
  - [Patch artifact by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#patch-artifact-by-artifact_-id): In-page section heading.
  - [Update artifact by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#update-artifact-by-artifact_-id): In-page section heading.
  - [Get artifact build list by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifact-build-list-by-artifact_-id): In-page section heading.
  - [Trigger artifact build by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#trigger-artifact-build-by-artifact_-id): In-page section heading.
  - [Delete artifact build by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#delete-artifact-build-by-artifact_-id): In-page section heading.
  - [Get artifact build by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#get-artifact-build-by-artifact_-id): In-page section heading.
  - [Clone artifact by artifact_ ID](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#clone-artifact-by-artifact_-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#schemas): In-page section heading.
  - [ANY_PERMISSION](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ANY_PERMISSION): In-page section heading.
  - [AgentArtifactSpec](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_AgentArtifactSpec): In-page section heading.
  - [ApiKeyEnvironmentVariable](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ApiKeyEnvironmentVariable): In-page section heading.
  - [ArtifactCloneRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactCloneRequest): In-page section heading.
  - [ArtifactFormatted](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactFormatted): In-page section heading.
  - [ArtifactListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactListResponse): In-page section heading.
  - [ArtifactRepositoryFormatted](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactRepositoryFormatted): In-page section heading.
  - [ArtifactRepositoryListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactRepositoryListResponse): In-page section heading.
  - [ArtifactSortQueryParams](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactSortQueryParams): In-page section heading.
  - [ArtifactStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactStatus): In-page section heading.
  - [ArtifactType](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ArtifactType): In-page section heading.
  - [BuiltFrom](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_BuiltFrom): In-page section heading.
  - [Capabilities](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_Capabilities): In-page section heading.
  - [CodeRef](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_CodeRef): In-page section heading.
  - [CommonSortQueryParams](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_CommonSortQueryParams): In-page section heading.
  - [Container](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_Container): In-page section heading.
  - [ContainerBuildInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ContainerBuildInfo): In-page section heading.
  - [ContainerGroup](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ContainerGroup): In-page section heading.
  - [CredentialEnvironmentVariable](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_CredentialEnvironmentVariable): In-page section heading.
  - [DataRobotCodeRef](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_DataRobotCodeRef): In-page section heading.
  - [GeneratedDockerfile](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_GeneratedDockerfile): In-page section heading.
  - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_GrantAccessControlWithId): In-page section heading.
  - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_GrantAccessControlWithUsername): In-page section heading.
  - [HTTPValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_HTTPValidationError): In-page section heading.
  - [ImageBuildConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ImageBuildConfig): In-page section heading.
  - [ImageBuildExternalStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ImageBuildExternalStatus): In-page section heading.
  - [ImageBuildFormatted](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ImageBuildFormatted): In-page section heading.
  - [ImageBuildFormattedList](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ImageBuildFormattedList): In-page section heading.
  - [ImageBuildTriggerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ImageBuildTriggerResponse): In-page section heading.
  - [InputArtifact](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_InputArtifact): In-page section heading.
  - [NimArtifactSpec](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_NimArtifactSpec): In-page section heading.
  - [NimStorageConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_NimStorageConfig): In-page section heading.
  - [ProbeConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ProbeConfig): In-page section heading.
  - [ProvidedDockerfile](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ProvidedDockerfile): In-page section heading.
  - [ResourcePermission](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ResourcePermission): In-page section heading.
  - [ResourcePermissions](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ResourcePermissions): In-page section heading.
  - [RouteAuth](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_RouteAuth): In-page section heading.
  - [SeccompProfile](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SeccompProfile): In-page section heading.
  - [SeccompProfileType](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SeccompProfileType): In-page section heading.
  - [SecurityContext](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SecurityContext): In-page section heading.
  - [ServiceArtifactSpec](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ServiceArtifactSpec): In-page section heading.
  - [SharedRole](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SharedRole): In-page section heading.
  - [SharedRoleListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SharedRoleListResponse): In-page section heading.
  - [SharedRolesUpdateRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SharedRolesUpdateRequest): In-page section heading.
  - [SharingRole](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SharingRole): In-page section heading.
  - [StringEnvironmentVariable](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_StringEnvironmentVariable): In-page section heading.
  - [SubjectType](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_SubjectType): In-page section heading.
  - [TagInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_TagInfo): In-page section heading.
  - [Tags](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_Tags): In-page section heading.
  - [UpdateArtifactRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_UpdateArtifactRequest): In-page section heading.
  - [UserData](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_UserData): In-page section heading.
  - [ValidationError](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_ValidationError): In-page section heading.
  - [WorkloadRoute](https://docs.datarobot.com/en/docs/api/reference/public-api/artifacts.html#tocS_WorkloadRoute): In-page section heading.

- [Batch predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html): Use the endpoints described below to generate predictions for a project.
  - [Batch predictions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#batch-predictions): In-page section heading.
  - [List batch jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-batch-jobs): In-page section heading.
  - [Launch a batch job](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#launch-a-batch-job): In-page section heading.
  - [cancel a batch job by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#cancel-a-batch-job-by-batch-job-id): In-page section heading.
  - [Retrieve batch job by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-batch-job-by-batch-job-id): In-page section heading.
  - [Stream CSV data by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#stream-csv-data-by-batch-job-id): In-page section heading.
  - [Download the scored data set of a batch job by batch job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#download-the-scored-data-set-of-a-batch-job-by-batch-job-id): In-page section heading.
  - [List batch prediction job definitions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-batch-prediction-job-definitions): In-page section heading.
  - [Creates a new batch prediction job definition](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#creates-a-new-batch-prediction-job-definition): In-page section heading.
  - [Delete batch prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-batch-prediction-job-definition-by-job-definition-id): In-page section heading.
  - [Retrieve batch prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-batch-prediction-job-definition-by-job-definition-id): In-page section heading.
  - [Update batch prediction job definition by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#update-batch-prediction-job-definition-by-job-definition-id): In-page section heading.
  - [Retrieve job definition snippet by job definition ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-job-definition-snippet-by-job-definition-id): In-page section heading.
  - [List batch prediction jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-batch-prediction-jobs): In-page section heading.
  - [Creates a new batch prediction job](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#creates-a-new-batch-prediction-job): In-page section heading.
  - [Create a new a batch prediction job based](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-a-new-a-batch-prediction-job-based): In-page section heading.
  - [Launch a batch prediction job](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#launch-a-batch-prediction-job): In-page section heading.
  - [cancel a batch prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#cancel-a-batch-prediction-job-by-prediction-job-id): In-page section heading.
  - [Retrieve batch prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-batch-prediction-job-by-prediction-job-id): In-page section heading.
  - [Update a batch prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#update-a-batch-prediction-job-by-prediction-job-id): In-page section heading.
  - [Creates a new_model_id batch prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#creates-a-new_model_id-batch-prediction-job-by-prediction-job-id): In-page section heading.
  - [Finalize a multipart upload by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#finalize-a-multipart-upload-by-prediction-job-id): In-page section heading.
  - [Upload CSV data by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#upload-csv-data-by-prediction-job-id): In-page section heading.
  - [Download the scored data set of a batch prediction job by prediction job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#download-the-scored-data-set-of-a-batch-prediction-job-by-prediction-job-id): In-page section heading.
  - [Delete an existing predictionexplanationsinitialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-an-existing-predictionexplanationsinitialization-by-project-id): In-page section heading.
  - [Retrieve the current predictionexplanationsinitialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-the-current-predictionexplanationsinitialization-by-project-id): In-page section heading.
  - [Create a new prediction explanations initialization by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-a-new-prediction-explanations-initialization-by-project-id): In-page section heading.
  - [List all prediction jobs by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-all-prediction-jobs-by-project-id): In-page section heading.
  - [cancel a queued prediction job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#cancel-a-queued-prediction-job-by-project-id): In-page section heading.
  - [Look up a particular prediction job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#look-up-a-particular-prediction-job-by-project-id): In-page section heading.
  - [List prediction datasets uploaded by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-prediction-datasets-uploaded-by-project-id): In-page section heading.
  - [Upload a dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#upload-a-dataset-by-project-id): In-page section heading.
  - [Create prediction dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-prediction-dataset-by-project-id): In-page section heading.
  - [Upload a file by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#upload-a-file-by-project-id): In-page section heading.
  - [Create url uploads by ID by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-url-uploads-by-id-by-project-id): In-page section heading.
  - [Delete a dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-a-dataset-by-project-id): In-page section heading.
  - [Get the metadata of a specific dataset by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-the-metadata-of-a-specific-dataset-by-project-id): In-page section heading.
  - [Create a new predictionexplanations object ( by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#create-a-new-predictionexplanations-object-by-project-id): In-page section heading.
  - [Retrieve stored prediction explanations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-stored-prediction-explanations-by-project-id): In-page section heading.
  - [List predictionexplanationsrecord objects by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-predictionexplanationsrecord-objects-by-project-id): In-page section heading.
  - [Delete saved prediction explanations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#delete-saved-prediction-explanations-by-project-id): In-page section heading.
  - [Retrieve a predictionexplanationsrecord object by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-a-predictionexplanationsrecord-object-by-project-id): In-page section heading.
  - [Get the list of prediction records by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-the-list-of-prediction-records-by-project-id): In-page section heading.
  - [Make new predictions by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#make-new-predictions-by-project-id): In-page section heading.
  - [Get a completed set of predictions by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-a-completed-set-of-predictions-by-project-id): In-page section heading.
  - [Get the list of prediction metadata records by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#get-the-list-of-prediction-metadata-records-by-project-id): In-page section heading.
  - [Retrieve metadata by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-metadata-by-project-id): In-page section heading.
  - [List training prediction jobs by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-training-prediction-jobs-by-project-id): In-page section heading.
  - [Submits a job by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#submits-a-job-by-project-id): In-page section heading.
  - [Retrieve training predictions by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#retrieve-training-predictions-by-project-id): In-page section heading.
  - [List scheduled deployment batch prediction jobs a user can view](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#list-scheduled-deployment-batch-prediction-jobs-a-user-can-view): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#schemas): In-page section heading.
  - [ActualValueColumnInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ActualValueColumnInfo): In-page section heading.
  - [AzureDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureDataStreamer): In-page section heading.
  - [AzureIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureIntake): In-page section heading.
  - [AzureOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureOutput): In-page section heading.
  - [AzureOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureOutputAdaptor): In-page section heading.
  - [AzureServicePrincipalCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_AzureServicePrincipalCredentialsFields): In-page section heading.
  - [BasicCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BasicCredentialsFields): In-page section heading.
  - [BatchJobCSVSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobCSVSettings): In-page section heading.
  - [BatchJobCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobCreatedBy): In-page section heading.
  - [BatchJobDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobDefinitionResponse): In-page section heading.
  - [BatchJobLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobLinks): In-page section heading.
  - [BatchJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobListResponse): In-page section heading.
  - [BatchJobPredictionInstance](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobPredictionInstance): In-page section heading.
  - [BatchJobRemapping](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobRemapping): In-page section heading.
  - [BatchJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobResponse): In-page section heading.
  - [BatchJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobSpecResponse): In-page section heading.
  - [BatchJobTimeSeriesSettingsForecast](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobTimeSeriesSettingsForecast): In-page section heading.
  - [BatchJobTimeSeriesSettingsHistorical](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchJobTimeSeriesSettingsHistorical): In-page section heading.
  - [BatchPredictionCreatedBy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionCreatedBy): In-page section heading.
  - [BatchPredictionJobCSVSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobCSVSettings): In-page section heading.
  - [BatchPredictionJobCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobCreate): In-page section heading.
  - [BatchPredictionJobDefinitionId](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionId): In-page section heading.
  - [BatchPredictionJobDefinitionJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionJobSpecResponse): In-page section heading.
  - [BatchPredictionJobDefinitionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionResponse): In-page section heading.
  - [BatchPredictionJobDefinitionsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsCreate): In-page section heading.
  - [BatchPredictionJobDefinitionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsListResponse): In-page section heading.
  - [BatchPredictionJobDefinitionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsResponse): In-page section heading.
  - [BatchPredictionJobDefinitionsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobDefinitionsUpdate): In-page section heading.
  - [BatchPredictionJobId](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobId): In-page section heading.
  - [BatchPredictionJobLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobLinks): In-page section heading.
  - [BatchPredictionJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobListResponse): In-page section heading.
  - [BatchPredictionJobPredictionInstance](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobPredictionInstance): In-page section heading.
  - [BatchPredictionJobRemapping](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobRemapping): In-page section heading.
  - [BatchPredictionJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobResponse): In-page section heading.
  - [BatchPredictionJobSpecResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobSpecResponse): In-page section heading.
  - [BatchPredictionJobTimeSeriesSettingsForecast](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsForecast): In-page section heading.
  - [BatchPredictionJobTimeSeriesSettingsForecastWithPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsForecastWithPolicy): In-page section heading.
  - [BatchPredictionJobTimeSeriesSettingsHistorical](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsHistorical): In-page section heading.
  - [BatchPredictionJobTimeSeriesSettingsTraining](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobTimeSeriesSettingsTraining): In-page section heading.
  - [BatchPredictionJobUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BatchPredictionJobUpdate): In-page section heading.
  - [BigQueryDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryDataStreamer): In-page section heading.
  - [BigQueryIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryIntake): In-page section heading.
  - [BigQueryOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryOutput): In-page section heading.
  - [BigQueryOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_BigQueryOutputAdaptor): In-page section heading.
  - [Catalog](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_Catalog): In-page section heading.
  - [CatalogDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CatalogDataStreamer): In-page section heading.
  - [CreatePredictionDatasetResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CreatePredictionDatasetResponse): In-page section heading.
  - [CreatePredictionFromDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CreatePredictionFromDataset): In-page section heading.
  - [CreateTrainingPrediction](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CreateTrainingPrediction): In-page section heading.
  - [CredentialId](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_CredentialId): In-page section heading.
  - [DSS](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DSS): In-page section heading.
  - [DSSDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DSSDataStreamer): In-page section heading.
  - [DataQualityWarningsRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DataQualityWarningsRecord): In-page section heading.
  - [DataStageDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DataStageDataStreamer): In-page section heading.
  - [DataStageIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DataStageIntake): In-page section heading.
  - [DatabricksAccessTokenCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksAccessTokenCredentialsFields): In-page section heading.
  - [DatabricksDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksDataStreamer): In-page section heading.
  - [DatabricksIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksIntake): In-page section heading.
  - [DatabricksOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksOutput): In-page section heading.
  - [DatabricksOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatabricksOutputAdaptor): In-page section heading.
  - [DatasphereDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereDataStreamer): In-page section heading.
  - [DatasphereIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereIntake): In-page section heading.
  - [DatasphereOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereOutput): In-page section heading.
  - [DatasphereOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_DatasphereOutputAdaptor): In-page section heading.
  - [FileSystemDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemDataStreamer): In-page section heading.
  - [FileSystemIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemIntake): In-page section heading.
  - [FileSystemOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemOutput): In-page section heading.
  - [FileSystemOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_FileSystemOutputAdaptor): In-page section heading.
  - [GCPDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPDataStreamer): In-page section heading.
  - [GCPIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPIntake): In-page section heading.
  - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPKey): In-page section heading.
  - [GCPOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPOutput): In-page section heading.
  - [GCPOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GCPOutputAdaptor): In-page section heading.
  - [GcpCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_GcpCredentialsFields): In-page section heading.
  - [HTTPDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HTTPDataStreamer): In-page section heading.
  - [HTTPIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HTTPIntake): In-page section heading.
  - [HTTPOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HTTPOutput): In-page section heading.
  - [HttpOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_HttpOutputAdaptor): In-page section heading.
  - [JDBCDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JDBCDataStreamer): In-page section heading.
  - [JDBCIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JDBCIntake): In-page section heading.
  - [JDBCOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JDBCOutput): In-page section heading.
  - [JdbcOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JdbcOutputAdaptor): In-page section heading.
  - [JobRunTimeBasedForecastPointPolicy](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JobRunTimeBasedForecastPointPolicy): In-page section heading.
  - [JobRunTimeBasedForecastPointPolicySettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_JobRunTimeBasedForecastPointPolicySettings): In-page section heading.
  - [LocalFileDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileDataStreamer): In-page section heading.
  - [LocalFileIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileIntake): In-page section heading.
  - [LocalFileOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileOutput): In-page section heading.
  - [LocalFileOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_LocalFileOutputAdaptor): In-page section heading.
  - [MonitoringAggregation](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_MonitoringAggregation): In-page section heading.
  - [MonitoringColumnsMapping](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_MonitoringColumnsMapping): In-page section heading.
  - [MonitoringOutputSettings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_MonitoringOutputSettings): In-page section heading.
  - [OAuthCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_OAuthCredentialsFields): In-page section heading.
  - [PasswordCredentials](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PasswordCredentials): In-page section heading.
  - [PerNgramTextExplanations](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PerNgramTextExplanations): In-page section heading.
  - [PredictJobDetailsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictJobDetailsResponse): In-page section heading.
  - [PredictionArrayObjectValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionArrayObjectValues): In-page section heading.
  - [PredictionColumMap](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionColumMap): In-page section heading.
  - [PredictionDataSource](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionDataSource): In-page section heading.
  - [PredictionDatasetListControllerResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionDatasetListControllerResponse): In-page section heading.
  - [PredictionDatasetRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionDatasetRetrieveResponse): In-page section heading.
  - [PredictionExplanation](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanation): In-page section heading.
  - [PredictionExplanationsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsCreate): In-page section heading.
  - [PredictionExplanationsInitializationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsInitializationCreate): In-page section heading.
  - [PredictionExplanationsInitializationRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsInitializationRetrieve): In-page section heading.
  - [PredictionExplanationsMetadataValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsMetadataValues): In-page section heading.
  - [PredictionExplanationsObject](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsObject): In-page section heading.
  - [PredictionExplanationsPredictionValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsPredictionValues): In-page section heading.
  - [PredictionExplanationsRecord](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRecord): In-page section heading.
  - [PredictionExplanationsRecordList](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRecordList): In-page section heading.
  - [PredictionExplanationsRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRetrieve): In-page section heading.
  - [PredictionExplanationsRow](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionExplanationsRow): In-page section heading.
  - [PredictionFileUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionFileUpload): In-page section heading.
  - [PredictionFromCatalogDataset](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionFromCatalogDataset): In-page section heading.
  - [PredictionObject](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionObject): In-page section heading.
  - [PredictionRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionRetrieveResponse): In-page section heading.
  - [PredictionURLUpload](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_PredictionURLUpload): In-page section heading.
  - [RetrieveListPredictionMetadataObjectsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_RetrieveListPredictionMetadataObjectsResponse): In-page section heading.
  - [RetrievePredictionMetadataObject](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_RetrievePredictionMetadataObject): In-page section heading.
  - [S3CredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3CredentialsFields): In-page section heading.
  - [S3DataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3DataStreamer): In-page section heading.
  - [S3Intake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3Intake): In-page section heading.
  - [S3Output](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3Output): In-page section heading.
  - [S3OutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_S3OutputAdaptor): In-page section heading.
  - [Schedule](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_Schedule): In-page section heading.
  - [ScheduledJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ScheduledJobResponse): In-page section heading.
  - [ScheduledJobStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ScheduledJobStatus): In-page section heading.
  - [ScheduledJobsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ScheduledJobsListResponse): In-page section heading.
  - [ServerSideEncryption](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ServerSideEncryption): In-page section heading.
  - [ShapWarning](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarning): In-page section heading.
  - [ShapWarningItems](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarningItems): In-page section heading.
  - [ShapWarningValues](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarningValues): In-page section heading.
  - [ShapWarnings](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_ShapWarnings): In-page section heading.
  - [SnowflakeDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeDataStreamer): In-page section heading.
  - [SnowflakeIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeIntake): In-page section heading.
  - [SnowflakeKeyPairCredentialsFields](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeKeyPairCredentialsFields): In-page section heading.
  - [SnowflakeOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeOutput): In-page section heading.
  - [SnowflakeOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SnowflakeOutputAdaptor): In-page section heading.
  - [SynapseDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseDataStreamer): In-page section heading.
  - [SynapseIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseIntake): In-page section heading.
  - [SynapseOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseOutput): In-page section heading.
  - [SynapseOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_SynapseOutputAdaptor): In-page section heading.
  - [TrainingPredictionsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrainingPredictionsListResponse): In-page section heading.
  - [TrainingPredictionsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrainingPredictionsRetrieveResponse): In-page section heading.
  - [TraningPredictionRow](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TraningPredictionRow): In-page section heading.
  - [TraningPredictionShapMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TraningPredictionShapMetadata): In-page section heading.
  - [TraningPredictions](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TraningPredictions): In-page section heading.
  - [TrinoDataStreamer](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoDataStreamer): In-page section heading.
  - [TrinoIntake](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoIntake): In-page section heading.
  - [TrinoOutput](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoOutput): In-page section heading.
  - [TrinoOutputAdaptor](https://docs.datarobot.com/en/docs/api/reference/public-api/batch_predictions.html#tocS_TrinoOutputAdaptor): In-page section heading.

- [Blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html): This page outlines datarobot's endpoints for blueprints, a graphical representation of the many steps involved in transforming input predictors and targets into a model.
  - [Blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#blueprints): In-page section heading.
  - [List custom tasks](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-custom-tasks): In-page section heading.
  - [Create a custom task](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-custom-task): In-page section heading.
  - [Clone custom task](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#clone-custom-task): In-page section heading.
  - [Delete custom task by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-custom-task-by-custom-task-id): In-page section heading.
  - [Get custom task by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-custom-task-by-custom-task-id): In-page section heading.
  - [Update custom task by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-custom-task-by-custom-task-id): In-page section heading.
  - [Get a list of users who have access by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-a-list-of-users-who-have-access-by-custom-task-id): In-page section heading.
  - [Grant access by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#grant-access-by-custom-task-id): In-page section heading.
  - [Download the latest custom task version content by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#download-the-latest-custom-task-version-content-by-custom-task-id): In-page section heading.
  - [List custom task versions by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-custom-task-versions-by-custom-task-id): In-page section heading.
  - [Update custom task version files by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-custom-task-version-files-by-custom-task-id): In-page section heading.
  - [Create versions](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-versions): In-page section heading.
  - [Modify a version from the Repository by ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#modify-a-version-from-the-repository-by-id): In-page section heading.
  - [Create a version by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-version-by-custom-task-id): In-page section heading.
  - [Get custom task version by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-custom-task-version-by-custom-task-id): In-page section heading.
  - [Update custom task version by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-custom-task-version-by-custom-task-id): In-page section heading.
  - [cancel dependency build by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#cancel-dependency-build-by-custom-task-id): In-page section heading.
  - [Retrieve the custom task version's dependency build status by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-the-custom-task-versions-dependency-build-status-by-custom-task-id): In-page section heading.
  - [Start a custom task version's dependency build by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#start-a-custom-task-versions-dependency-build-by-custom-task-id): In-page section heading.
  - [Retrieve the custom task version's dependency build log by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-the-custom-task-versions-dependency-build-log-by-custom-task-id): In-page section heading.
  - [Download custom task version content by custom task ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#download-custom-task-version-content-by-custom-task-id): In-page section heading.
  - [List training blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-training-blueprints): In-page section heading.
  - [Create a blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-a-blueprint): In-page section heading.
  - [List of augmentation lists](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-of-augmentation-lists): In-page section heading.
  - [Creates a new augmentation list based](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#creates-a-new-augmentation-list-based): In-page section heading.
  - [Delete an existing augmentation lists by ID by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-an-existing-augmentation-lists-by-id-by-augmentation-id): In-page section heading.
  - [Returns a single augmentation list by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#returns-a-single-augmentation-list-by-augmentation-id): In-page section heading.
  - [Update an existing augmentation list by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-an-existing-augmentation-list-by-augmentation-id): In-page section heading.
  - [Retrieve latest augmentation samples generated by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-latest-augmentation-samples-generated-by-augmentation-id): In-page section heading.
  - [requests the creation of sample augmentations based by augmentation ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#requests-the-creation-of-sample-augmentations-based-by-augmentation-id): In-page section heading.
  - [Augmentation list of all available transformations by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#augmentation-list-of-all-available-transformations-by-project-id): In-page section heading.
  - [(deprecated](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#deprecated): In-page section heading.
  - [(deprecated in v2 by samples ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#deprecated-in-v2-by-samples-id): In-page section heading.
  - [List blueprints by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-blueprints-by-project-id): In-page section heading.
  - [Retrieve a blueprint by its ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-blueprint-by-its-id): In-page section heading.
  - [Retrieve a blueprint chart by blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-blueprint-chart-by-blueprint-id): In-page section heading.
  - [Retrieve blueprint tasks documentation by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-blueprint-tasks-documentation-by-project-id): In-page section heading.
  - [Retrieve the JSON representation of a DataRobot blueprint by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-the-json-representation-of-a-datarobot-blueprint-by-project-id): In-page section heading.
  - [Retrieve a reduced model blueprint chart by model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-reduced-model-blueprint-chart-by-model-id): In-page section heading.
  - [Retrieve task documentation by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-task-documentation-by-project-id): In-page section heading.
  - [Delete user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-user-blueprints): In-page section heading.
  - [List user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#list-user-blueprints): In-page section heading.
  - [Create User Blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-user-blueprints): In-page section heading.
  - [Clone a blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#clone-a-blueprint): In-page section heading.
  - [Create From Custom Task Version Id](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#create-from-custom-task-version-id): In-page section heading.
  - [Clone a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#clone-a-user-blueprint): In-page section heading.
  - [Delete a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#delete-a-user-blueprint-by-user-blueprint-id): In-page section heading.
  - [Retrieve a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-a-user-blueprint-by-user-blueprint-id): In-page section heading.
  - [Update a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#update-a-user-blueprint-by-user-blueprint-id): In-page section heading.
  - [Get the list of users, groups and organizations by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#get-the-list-of-users-groups-and-organizations-by-user-blueprint-id): In-page section heading.
  - [Share a user blueprint by user blueprint ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#share-a-user-blueprint-by-user-blueprint-id): In-page section heading.
  - [Validate many user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#validate-many-user-blueprints): In-page section heading.
  - [Retrieve input types](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-input-types): In-page section heading.
  - [Add user blueprints](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#add-user-blueprints): In-page section heading.
  - [Validate task parameters](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#validate-task-parameters): In-page section heading.
  - [Retrieve tasks](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-tasks): In-page section heading.
  - [Validate a user blueprint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#validate-a-user-blueprint): In-page section heading.
  - [Retrieve an archive (tar by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-an-archive-tar-by-project-id): In-page section heading.
  - [Retrieve training artifact by ID by project ID](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#retrieve-training-artifact-by-id-by-project-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#schemas): In-page section heading.
  - [AllowExtra](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_AllowExtra): In-page section heading.
  - [ArtifactsForModelWithCustomTasksRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ArtifactsForModelWithCustomTasksRetrieveResponse): In-page section heading.
  - [BlueprintChartRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintChartRetrieveResponse): In-page section heading.
  - [BlueprintDocLinks](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintDocLinks): In-page section heading.
  - [BlueprintDocParameters](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintDocParameters): In-page section heading.
  - [BlueprintDocReferences](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintDocReferences): In-page section heading.
  - [BlueprintJsonResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintJsonResponse): In-page section heading.
  - [BlueprintListDocumentsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintListDocumentsResponse): In-page section heading.
  - [BlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BlueprintResponse): In-page section heading.
  - [BpData](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_BpData): In-page section heading.
  - [ColnameAndType](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ColnameAndType): In-page section heading.
  - [CustomModelShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomModelShortResponse): In-page section heading.
  - [CustomModelVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomModelVersionShortResponse): In-page section heading.
  - [CustomTaskAccessControlListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskAccessControlListResponse): In-page section heading.
  - [CustomTaskAccessControlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskAccessControlResponse): In-page section heading.
  - [CustomTaskCopy](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskCopy): In-page section heading.
  - [CustomTaskCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskCreate): In-page section heading.
  - [CustomTaskListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskListResponse): In-page section heading.
  - [CustomTaskResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskResponse): In-page section heading.
  - [CustomTaskUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskUpdate): In-page section heading.
  - [CustomTaskVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionCreate): In-page section heading.
  - [CustomTaskVersionCreateFromLatest](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionCreateFromLatest): In-page section heading.
  - [CustomTaskVersionCreateFromRepository](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionCreateFromRepository): In-page section heading.
  - [CustomTaskVersionDependencyBuildMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionDependencyBuildMetadataResponse): In-page section heading.
  - [CustomTaskVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionListResponse): In-page section heading.
  - [CustomTaskVersionMetadataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionMetadataUpdate): In-page section heading.
  - [CustomTaskVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTaskVersionResponse): In-page section heading.
  - [CustomTrainingBlueprintCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTrainingBlueprintCreate): In-page section heading.
  - [CustomTrainingBlueprintListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTrainingBlueprintListResponse): In-page section heading.
  - [CustomTrainingBlueprintResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_CustomTrainingBlueprintResponse): In-page section heading.
  - [DependencyConstraint](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_DependencyConstraint): In-page section heading.
  - [DependencyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_DependencyResponse): In-page section heading.
  - [ExecutionEnvironmentShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ExecutionEnvironmentShortResponse): In-page section heading.
  - [ExecutionEnvironmentVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ExecutionEnvironmentVersionShortResponse): In-page section heading.
  - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_GrantAccessControlWithId): In-page section heading.
  - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_GrantAccessControlWithUsername): In-page section heading.
  - [ImageAugmentationListCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListCreateResponse): In-page section heading.
  - [ImageAugmentationListPatchParam](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListPatchParam): In-page section heading.
  - [ImageAugmentationListsCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsCreate): In-page section heading.
  - [ImageAugmentationListsCreateSamples](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsCreateSamples): In-page section heading.
  - [ImageAugmentationListsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsResponse): In-page section heading.
  - [ImageAugmentationListsRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsRetrieve): In-page section heading.
  - [ImageAugmentationListsRetrieveSamplesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationListsRetrieveSamplesResponse): In-page section heading.
  - [ImageAugmentationOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationOptionsResponse): In-page section heading.
  - [ImageAugmentationOptionsTransformation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationOptionsTransformation): In-page section heading.
  - [ImageAugmentationOptionsTransformationParam](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationOptionsTransformationParam): In-page section heading.
  - [ImageAugmentationRetrieveSamplesItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationRetrieveSamplesItem): In-page section heading.
  - [ImageAugmentationRetrieveSamplesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationRetrieveSamplesResponse): In-page section heading.
  - [ImageAugmentationSamplesRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationSamplesRequest): In-page section heading.
  - [ImageAugmentationSamplesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ImageAugmentationSamplesResponse): In-page section heading.
  - [NodeDescription](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_NodeDescription): In-page section heading.
  - [ParamValuePair](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_ParamValuePair): In-page section heading.
  - [PersistentLogsForModelWithCustomTasksRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_PersistentLogsForModelWithCustomTasksRetrieveResponse): In-page section heading.
  - [RequiredMetadataValue](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_RequiredMetadataValue): In-page section heading.
  - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_SharedRolesUpdate): In-page section heading.
  - [SharingUpdateOrRemoveWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_SharingUpdateOrRemoveWithGrant): In-page section heading.
  - [TrainingHistoryEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_TrainingHistoryEntry): In-page section heading.
  - [Transformation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_Transformation): In-page section heading.
  - [TransformationParam](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_TransformationParam): In-page section heading.
  - [UserBlueprintAddToMenu](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintAddToMenu): In-page section heading.
  - [UserBlueprintAddToMenuResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintAddToMenuResponse): In-page section heading.
  - [UserBlueprintAddedToMenuItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintAddedToMenuItem): In-page section heading.
  - [UserBlueprintBulkValidationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintBulkValidationRequest): In-page section heading.
  - [UserBlueprintCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreate): In-page section heading.
  - [UserBlueprintCreateFromBlueprintId](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreateFromBlueprintId): In-page section heading.
  - [UserBlueprintCreateFromCustomTaskVersionIdPayload](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreateFromCustomTaskVersionIdPayload): In-page section heading.
  - [UserBlueprintCreateFromUserBlueprintId](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintCreateFromUserBlueprintId): In-page section heading.
  - [UserBlueprintFailedToAddToMenuItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintFailedToAddToMenuItem): In-page section heading.
  - [UserBlueprintSharedRolesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintSharedRolesListResponse): In-page section heading.
  - [UserBlueprintSharedRolesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintSharedRolesResponse): In-page section heading.
  - [UserBlueprintTask](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTask): In-page section heading.
  - [UserBlueprintTaskArgument](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskArgument): In-page section heading.
  - [UserBlueprintTaskArgumentDefinition](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskArgumentDefinition): In-page section heading.
  - [UserBlueprintTaskCategoryItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskCategoryItem): In-page section heading.
  - [UserBlueprintTaskCustomTaskMetadataWithArguments](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskCustomTaskMetadataWithArguments): In-page section heading.
  - [UserBlueprintTaskLookupEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskLookupEntry): In-page section heading.
  - [UserBlueprintTaskParameterValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskParameterValidation): In-page section heading.
  - [UserBlueprintTaskParameterValidationRequestParamItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTaskParameterValidationRequestParamItem): In-page section heading.
  - [UserBlueprintTasksResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintTasksResponse): In-page section heading.
  - [UserBlueprintUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintUpdate): In-page section heading.
  - [UserBlueprintValidation](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintValidation): In-page section heading.
  - [UserBlueprintsBlueprintTask](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBlueprintTask): In-page section heading.
  - [UserBlueprintsBlueprintTaskData](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBlueprintTaskData): In-page section heading.
  - [UserBlueprintsBulkDelete](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkDelete): In-page section heading.
  - [UserBlueprintsBulkDeleteResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkDeleteResponse): In-page section heading.
  - [UserBlueprintsBulkValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkValidationResponse): In-page section heading.
  - [UserBlueprintsBulkValidationResponseItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsBulkValidationResponseItem): In-page section heading.
  - [UserBlueprintsDetailedItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsDetailedItem): In-page section heading.
  - [UserBlueprintsHexColumnNameLookupEntry](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsHexColumnNameLookupEntry): In-page section heading.
  - [UserBlueprintsInputType](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsInputType): In-page section heading.
  - [UserBlueprintsInputTypesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsInputTypesResponse): In-page section heading.
  - [UserBlueprintsListItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsListItem): In-page section heading.
  - [UserBlueprintsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsListResponse): In-page section heading.
  - [UserBlueprintsRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsRetrieveResponse): In-page section heading.
  - [UserBlueprintsValidateTaskParameter](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsValidateTaskParameter): In-page section heading.
  - [UserBlueprintsValidateTaskParametersResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsValidateTaskParametersResponse): In-page section heading.
  - [UserBlueprintsValidationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserBlueprintsValidationResponse): In-page section heading.
  - [UserRoleWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_UserRoleWithGrant): In-page section heading.
  - [VertexContextItem](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_VertexContextItem): In-page section heading.
  - [VertexContextItemInfo](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_VertexContextItemInfo): In-page section heading.
  - [VertexContextItemMessages](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_VertexContextItemMessages): In-page section heading.
  - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/blueprints.html#tocS_WorkspaceItemResponse): In-page section heading.

- [Compliance documentation](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html): Datarobot automates many critical compliance tasks associated with developing a model and, by doing so, decreases the time-to-deployment in highly regulated industries. you can generate, for each m...
  - [Compliance documentation](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#compliance-documentation): In-page section heading.
  - [List all available document types](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#list-all-available-document-types): In-page section heading.
  - [List all generated documents](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#list-all-generated-documents): In-page section heading.
  - [Request generation of automated document](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#request-generation-of-automated-document): In-page section heading.
  - [Delete automated document by document ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#delete-automated-document-by-document-id): In-page section heading.
  - [Download generated document by document ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#download-generated-document-by-document-id): In-page section heading.
  - [List compliance documentation templates](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#list-compliance-documentation-templates): In-page section heading.
  - [Create a new compliance documentation template](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#create-a-new-compliance-documentation-template): In-page section heading.
  - [Retrieve the default documentation template](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#retrieve-the-default-documentation-template): In-page section heading.
  - [Delete a compliance documentation template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#delete-a-compliance-documentation-template-by-template-id): In-page section heading.
  - [Retrieve a documentation template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#retrieve-a-documentation-template-by-template-id): In-page section heading.
  - [Update an existing model compliance documentation template by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#update-an-existing-model-compliance-documentation-template-by-template-id): In-page section heading.
  - [Get the template's access control list by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#get-the-templates-access-control-list-by-template-id): In-page section heading.
  - [Update the template's access controls by template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#update-the-templates-access-controls-by-template-id): In-page section heading.
  - [Check if compliance documentation pre-processing is initialized by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#check-if-compliance-documentation-pre-processing-is-initialized-by-entity-id): In-page section heading.
  - [Initialize compliance documentation pre-processing by entity ID](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#initialize-compliance-documentation-pre-processing-by-entity-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#schemas): In-page section heading.
  - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AccessControlV2): In-page section heading.
  - [AutomatedDocCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocCreate): In-page section heading.
  - [AutomatedDocCreateDeploymentReport](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocCreateDeploymentReport): In-page section heading.
  - [AutomatedDocCreateModelComplianceDocs](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocCreateModelComplianceDocs): In-page section heading.
  - [AutomatedDocItem](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocItem): In-page section heading.
  - [AutomatedDocListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocListResponse): In-page section heading.
  - [AutomatedDocOptions](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocOptions): In-page section heading.
  - [AutomatedDocOptionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_AutomatedDocOptionsResponse): In-page section heading.
  - [ComplianceDocTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateCreate): In-page section heading.
  - [ComplianceDocTemplateCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateCreateResponse): In-page section heading.
  - [ComplianceDocTemplateDefaultRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateDefaultRetrieveResponse): In-page section heading.
  - [ComplianceDocTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateListResponse): In-page section heading.
  - [ComplianceDocTemplateUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ComplianceDocTemplateUpdate): In-page section heading.
  - [DocTypeSpecificInfoDeploymentReport](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_DocTypeSpecificInfoDeploymentReport): In-page section heading.
  - [DocTypeSpecificInfoModelCompliance](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_DocTypeSpecificInfoModelCompliance): In-page section heading.
  - [Empty](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_Empty): In-page section heading.
  - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_GrantAccessControlWithId): In-page section heading.
  - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_GrantAccessControlWithUsername): In-page section heading.
  - [InstructionsField](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_InstructionsField): In-page section heading.
  - [ModelComplianceDocsInitializationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_ModelComplianceDocsInitializationsResponse): In-page section heading.
  - [SampleSection](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SampleSection): In-page section heading.
  - [SectionCustom](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionCustom): In-page section heading.
  - [SectionDataRobot](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionDataRobot): In-page section heading.
  - [SectionTableOfContents](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionTableOfContents): In-page section heading.
  - [SectionUser](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SectionUser): In-page section heading.
  - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SharedRolesUpdate): In-page section heading.
  - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_SharingListV2Response): In-page section heading.
  - [TemplatePermissionsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_TemplatePermissionsResponse): In-page section heading.
  - [TemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/compliance_documentation.html#tocS_TemplateResponse): In-page section heading.

- [Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html): The following endpoints outline how to manage user credentials.
  - [Credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#credentials): In-page section heading.
  - [List credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#list-credentials): In-page section heading.
  - [Store a new set of credentials](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#store-a-new-set-of-credentials): In-page section heading.
  - [List credentials associated by association ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#list-credentials-associated-by-association-id): In-page section heading.
  - [Delete the credentials set by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#delete-the-credentials-set-by-credential-id): In-page section heading.
  - [Retrieve the credentials set by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#retrieve-the-credentials-set-by-credential-id): In-page section heading.
  - [Update specified credentials by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#update-specified-credentials-by-credential-id): In-page section heading.
  - [List all objects associated by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#list-all-objects-associated-by-credential-id): In-page section heading.
  - [Add objects associated by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#add-objects-associated-by-credential-id): In-page section heading.
  - [Set default credentials by credential ID](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#set-default-credentials-by-credential-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#schemas): In-page section heading.
  - [CreateCredentialsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CreateCredentialsResponse): In-page section heading.
  - [CredentialsAssociationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsAssociationUpdate): In-page section heading.
  - [CredentialsAssociationsData](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsAssociationsData): In-page section heading.
  - [CredentialsBody](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsBody): In-page section heading.
  - [CredentialsListAssociationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsListAssociationsResponse): In-page section heading.
  - [CredentialsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsListResponse): In-page section heading.
  - [CredentialsSecretReference](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsSecretReference): In-page section heading.
  - [CredentialsToAdd](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsToAdd): In-page section heading.
  - [CredentialsUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_CredentialsUpdate): In-page section heading.
  - [GCPKey](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_GCPKey): In-page section heading.
  - [ListCredentialsAssociationsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_ListCredentialsAssociationsResponse): In-page section heading.
  - [RetrieveCredentialAssociationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_RetrieveCredentialAssociationResponse): In-page section heading.
  - [SetCredentialsAssociationRequest](https://docs.datarobot.com/en/docs/api/reference/public-api/credentials.html#tocS_SetCredentialsAssociationRequest): In-page section heading.

- [Custom applications](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html): Use the endpoints described below to manage custom applications.
  - [Custom applications](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#custom-applications): In-page section heading.
  - [The list of custom application sources created](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#the-list-of-custom-application-sources-created): In-page section heading.
  - [Create Custom Application Sources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-custom-application-sources): In-page section heading.
  - [Create From Custom Template](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-from-custom-template): In-page section heading.
  - [Delete a custom application source by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-a-custom-application-source-by-app-source-id): In-page section heading.
  - [Retrieve a custom application source by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-custom-application-source-by-app-source-id): In-page section heading.
  - [Update a custom application source's name by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-a-custom-application-sources-name-by-app-source-id): In-page section heading.
  - [Get a list of users, groups by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#get-a-list-of-users-groups-by-app-source-id): In-page section heading.
  - [Share an application source by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#share-an-application-source-by-app-source-id): In-page section heading.
  - [Paginated list of custom application source versions of the specified by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#paginated-list-of-custom-application-source-versions-of-the-specified-by-app-source-id): In-page section heading.
  - [Create a custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-application-source-version-by-app-source-id): In-page section heading.
  - [Delete a custom application source version if it is still mutable by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-a-custom-application-source-version-if-it-is-still-mutable-by-app-source-id): In-page section heading.
  - [Retrieve a custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-custom-application-source-version-by-app-source-id): In-page section heading.
  - [Update a custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-a-custom-application-source-version-by-app-source-id): In-page section heading.
  - [Download custom application source version files as a zip archive by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#download-custom-application-source-version-files-as-a-zip-archive-by-app-source-id): In-page section heading.
  - [Update the custom application source version by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-the-custom-application-source-version-by-app-source-id): In-page section heading.
  - [Retrieve a file by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-file-by-app-source-id): In-page section heading.
  - [Update a codespace by app source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-a-codespace-by-app-source-id): In-page section heading.
  - [The list of applications created by the currently authenticated user](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#the-list-of-applications-created-by-the-currently-authenticated-user): In-page section heading.
  - [Create a custom application](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-application): In-page section heading.
  - [Delete an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-an-application-by-application-id): In-page section heading.
  - [Retrieve an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-application-by-application-id): In-page section heading.
  - [Update an application's name by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-an-applications-name-by-application-id): In-page section heading.
  - [Retrieve an application's publication history by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-applications-publication-history-by-application-id): In-page section heading.
  - [Retrieve an application's logs by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-applications-logs-by-application-id): In-page section heading.
  - [Create migrate to workload by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-migrate-to-workload-by-application-id): In-page section heading.
  - [Create revert to lrs by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-revert-to-lrs-by-application-id): In-page section heading.
  - [Get a list of users, groups and organizations by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#get-a-list-of-users-groups-and-organizations-by-application-id): In-page section heading.
  - [Share an application by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#share-an-application-by-application-id): In-page section heading.
  - [Retrieve an application's usages by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-an-applications-usages-by-application-id): In-page section heading.
  - [Download an application's access logs by application ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#download-an-applications-access-logs-by-application-id): In-page section heading.
  - [Retrieve a list of custom templates](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-list-of-custom-templates): In-page section heading.
  - [Create a custom template](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#create-a-custom-template): In-page section heading.
  - [Delete a custom template by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#delete-a-custom-template-by-custom-template-id): In-page section heading.
  - [Retrieve a single custom template by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-single-custom-template-by-custom-template-id): In-page section heading.
  - [Update the given custom template by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#update-the-given-custom-template-by-custom-template-id): In-page section heading.
  - [Retrieve a single custom template file by custom template ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#retrieve-a-single-custom-template-file-by-custom-template-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#schemas): In-page section heading.
  - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_AccessControlV2): In-page section heading.
  - [ApplicationSharingUpdateOrRemove](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_ApplicationSharingUpdateOrRemove): In-page section heading.
  - [CustomAppHistory](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomAppHistory): In-page section heading.
  - [CustomAppUsage](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomAppUsage): In-page section heading.
  - [CustomApplication](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplication): In-page section heading.
  - [CustomApplicationCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationCreate): In-page section heading.
  - [CustomApplicationItemRetrieve](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationItemRetrieve): In-page section heading.
  - [CustomApplicationListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationListResponse): In-page section heading.
  - [CustomApplicationLogs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationLogs): In-page section heading.
  - [CustomApplicationResources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationResources): In-page section heading.
  - [CustomApplicationResourcesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationResourcesResponse): In-page section heading.
  - [CustomApplicationSource](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSource): In-page section heading.
  - [CustomApplicationSourceCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceCreate): In-page section heading.
  - [CustomApplicationSourceFromGalleryTemplateCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceFromGalleryTemplateCreate): In-page section heading.
  - [CustomApplicationSourceListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceListResponse): In-page section heading.
  - [CustomApplicationSourceUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceUpdate): In-page section heading.
  - [CustomApplicationSourceVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersion): In-page section heading.
  - [CustomApplicationSourceVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionCreate): In-page section heading.
  - [CustomApplicationSourceVersionFromCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionFromCodespace): In-page section heading.
  - [CustomApplicationSourceVersionFromCodespaceResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionFromCodespaceResponse): In-page section heading.
  - [CustomApplicationSourceVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionListResponse): In-page section heading.
  - [CustomApplicationSourceVersionToCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionToCodespace): In-page section heading.
  - [CustomApplicationSourceVersionUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationSourceVersionUpdate): In-page section heading.
  - [CustomApplicationUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationUpdate): In-page section heading.
  - [CustomApplicationsHistoryListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationsHistoryListResponse): In-page section heading.
  - [CustomApplicationsUsagesListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomApplicationsUsagesListResponse): In-page section heading.
  - [CustomTemplateCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateCreatePayload): In-page section heading.
  - [CustomTemplateEntity](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateEntity): In-page section heading.
  - [CustomTemplateFile](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateFile): In-page section heading.
  - [CustomTemplateFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateFileResponse): In-page section heading.
  - [CustomTemplateListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateListResponse): In-page section heading.
  - [CustomTemplateUpdatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_CustomTemplateUpdatePayload): In-page section heading.
  - [DefaultEnvironment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_DefaultEnvironment): In-page section heading.
  - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_GrantAccessControlWithId): In-page section heading.
  - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_GrantAccessControlWithUsername): In-page section heading.
  - [Probe](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_Probe): In-page section heading.
  - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_SharingListV2Response): In-page section heading.
  - [TemplateMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_TemplateMetadata): In-page section heading.
  - [TemplateSource](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_TemplateSource): In-page section heading.
  - [TemplateTypeSpecificResources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_TemplateTypeSpecificResources): In-page section heading.
  - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_applications.html#tocS_WorkspaceItemResponse): In-page section heading.

- [Custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html): Use the endpoints described below to manage custom jobs. use custom jobs to implement automation (for example, custom tests) for your models and deployments. each job serves as an automated workloa...
  - [Custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#custom-jobs): In-page section heading.
  - [Retrieve custom job limits](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-limits): In-page section heading.
  - [List custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#list-custom-jobs): In-page section heading.
  - [Create a custom job](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#create-a-custom-job): In-page section heading.
  - [Create a custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#create-a-custom-jobs): In-page section heading.
  - [Delete custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#delete-custom-job-by-custom-job-id): In-page section heading.
  - [Retrieve custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-by-custom-job-id): In-page section heading.
  - [Update custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#update-custom-job-by-custom-job-id): In-page section heading.
  - [Retrieve custom job file content by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-file-content-by-custom-job-id): In-page section heading.
  - [List custom job runs by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#list-custom-job-runs-by-custom-job-id): In-page section heading.
  - [Create a custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#create-a-custom-job-run-by-custom-job-id): In-page section heading.
  - [cancel custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#cancel-custom-job-run-by-custom-job-id): In-page section heading.
  - [Retrieve custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-run-by-custom-job-id): In-page section heading.
  - [Update custom job run by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#update-custom-job-run-by-custom-job-id): In-page section heading.
  - [Retrieve custom job run file content by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-run-file-content-by-custom-job-id): In-page section heading.
  - [De,ete custom job run logs by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#deete-custom-job-run-logs-by-custom-job-id): In-page section heading.
  - [Retrieve custom job run logs by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#retrieve-custom-job-run-logs-by-custom-job-id): In-page section heading.
  - [Get custom job's access control list by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#get-custom-jobs-access-control-list-by-custom-job-id): In-page section heading.
  - [Update custom job's controls by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#update-custom-jobs-controls-by-custom-job-id): In-page section heading.
  - [Permanently delete custom job by custom job ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#permanently-delete-custom-job-by-custom-job-id): In-page section heading.
  - [List deleted custom jobs](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#list-deleted-custom-jobs): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#schemas): In-page section heading.
  - [AccessControlV2](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_AccessControlV2): In-page section heading.
  - [CreateCustomJob](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CreateCustomJob): In-page section heading.
  - [CreateCustomJobFromTemplateGallery](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CreateCustomJobFromTemplateGallery): In-page section heading.
  - [CreateCustomJobRun](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CreateCustomJobRun): In-page section heading.
  - [CustomJobFileResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobFileResponse): In-page section heading.
  - [CustomJobLimitsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobLimitsResponse): In-page section heading.
  - [CustomJobListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobListResponse): In-page section heading.
  - [CustomJobResources](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobResources): In-page section heading.
  - [CustomJobResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobResponse): In-page section heading.
  - [CustomJobRunListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobRunListResponse): In-page section heading.
  - [CustomJobRunResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_CustomJobRunResponse): In-page section heading.
  - [GrantAccessControlWithId](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_GrantAccessControlWithId): In-page section heading.
  - [GrantAccessControlWithUsername](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_GrantAccessControlWithUsername): In-page section heading.
  - [RuntimeParameterUnified](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_RuntimeParameterUnified): In-page section heading.
  - [RuntimeParameterValue](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_RuntimeParameterValue): In-page section heading.
  - [SharedRolesUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_SharedRolesUpdate): In-page section heading.
  - [SharingListV2Response](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_SharingListV2Response): In-page section heading.
  - [UpdateCustomJob](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_UpdateCustomJob): In-page section heading.
  - [WorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_jobs.html#tocS_WorkspaceItemResponse): In-page section heading.

- [Custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html): Assemble, test and deploy your own custom model with a custom environment.
  - [Custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#custom-models): In-page section heading.
  - [Get custom model feature impact by image ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-feature-impact-by-image-id): In-page section heading.
  - [Create custom model feature impact by image ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-feature-impact-by-image-id): In-page section heading.
  - [Get custom model resource limits](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-resource-limits): In-page section heading.
  - [List custom model tests](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-custom-model-tests): In-page section heading.
  - [Create custom model test](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-test): In-page section heading.
  - [cancel custom model test by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#cancel-custom-model-test-by-custom-model-test-id): In-page section heading.
  - [Get custom model test by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-test-by-custom-model-test-id): In-page section heading.
  - [Get custom model test log by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-test-log-by-custom-model-test-id): In-page section heading.
  - [Get custom model test log tail by custom model test ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-test-log-tail-by-custom-model-test-id): In-page section heading.
  - [List custom models](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-custom-models): In-page section heading.
  - [Create custom model](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model): In-page section heading.
  - [Clone custom model](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#clone-custom-model): In-page section heading.
  - [Create a custom model](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-custom-model): In-page section heading.
  - [Create a new prediction explanations initialization](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-new-prediction-explanations-initialization): In-page section heading.
  - [Delete custom model by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#delete-custom-model-by-custom-model-id): In-page section heading.
  - [Get custom model by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-by-custom-model-id): In-page section heading.
  - [Update custom model by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-custom-model-by-custom-model-id): In-page section heading.
  - [Get a list of users who have access by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-list-of-users-who-have-access-by-custom-model-id): In-page section heading.
  - [Grant access by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#grant-access-by-custom-model-id): In-page section heading.
  - [Download the latest custom model version content by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#download-the-latest-custom-model-version-content-by-custom-model-id): In-page section heading.
  - [Assign training data by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#assign-training-data-by-custom-model-id): In-page section heading.
  - [List custom model versions by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-custom-model-versions-by-custom-model-id): In-page section heading.
  - [Update custom model version files by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-custom-model-version-files-by-custom-model-id): In-page section heading.
  - [Create versions](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-versions): In-page section heading.
  - [Create a new custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-new-custom-model-version-by-custom-model-id): In-page section heading.
  - [Modify a version from the Repository by ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#modify-a-version-from-the-repository-by-id): In-page section heading.
  - [Create a version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-version-by-custom-model-id): In-page section heading.
  - [Add or replace training by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#add-or-replace-training-by-custom-model-id): In-page section heading.
  - [Get custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-version-by-custom-model-id): In-page section heading.
  - [Update custom model version by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-custom-model-version-by-custom-model-id): In-page section heading.
  - [Get a list by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-list-by-custom-model-id): In-page section heading.
  - [Generates jar file by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#generates-jar-file-by-custom-model-id): In-page section heading.
  - [Stop a given custom model conversion by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#stop-a-given-custom-model-conversion-by-custom-model-id): In-page section heading.
  - [Get a given custom model conversion by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-given-custom-model-conversion-by-custom-model-id): In-page section heading.
  - [cancel dependency build by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#cancel-dependency-build-by-custom-model-id): In-page section heading.
  - [Retrieve the custom model version's dependency build status by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#retrieve-the-custom-model-versions-dependency-build-status-by-custom-model-id): In-page section heading.
  - [Start a custom model version's dependency build by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#start-a-custom-model-versions-dependency-build-by-custom-model-id): In-page section heading.
  - [Retrieve the custom model version's dependency build log by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#retrieve-the-custom-model-versions-dependency-build-log-by-custom-model-id): In-page section heading.
  - [Download custom model version content by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#download-custom-model-version-content-by-custom-model-id): In-page section heading.
  - [Get custom model feature impact by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-custom-model-feature-impact-by-custom-model-id): In-page section heading.
  - [Create custom model feature impact by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-custom-model-feature-impact-by-custom-model-id): In-page section heading.
  - [Create a new prediction explanations initialization by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-a-new-prediction-explanations-initialization-by-custom-model-id): In-page section heading.
  - [Update a codespace by custom model ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-a-codespace-by-custom-model-id): In-page section heading.
  - [List execution environments](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-execution-environments): In-page section heading.
  - [Create an execution environment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-an-execution-environment): In-page section heading.
  - [Destroy an execution environment by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#destroy-an-execution-environment-by-environment-id): In-page section heading.
  - [Get an execution environment by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-an-execution-environment-by-environment-id): In-page section heading.
  - [Update an execution environment by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#update-an-execution-environment-by-environment-id): In-page section heading.
  - [Get a list of users who have access by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-a-list-of-users-who-have-access-by-environment-id): In-page section heading.
  - [Grant access by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#grant-access-by-environment-id): In-page section heading.
  - [List execution environment versions by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#list-execution-environment-versions-by-environment-id): In-page section heading.
  - [Create an execution environment version by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#create-an-execution-environment-version-by-environment-id): In-page section heading.
  - [Get an execution environment version by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#get-an-execution-environment-version-by-environment-id): In-page section heading.
  - [Download the execution environment build log by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#download-the-execution-environment-build-log-by-environment-id): In-page section heading.
  - [Stop the execution environment build by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#stop-the-execution-environment-build-by-environment-id): In-page section heading.
  - [Submit image tarball build by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#submit-image-tarball-build-by-environment-id): In-page section heading.
  - [Request on-demand image build by environment ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#request-on-demand-image-build-by-environment-id): In-page section heading.
  - [Permanently delete execution environments](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#permanently-delete-execution-environments): In-page section heading.
  - [Retrieve reserved runtime parameter names](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#retrieve-reserved-runtime-parameter-names): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#schemas): In-page section heading.
  - [AccessControl](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_AccessControl): In-page section heading.
  - [BaseDependencyBuildMetadataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_BaseDependencyBuildMetadataResponse): In-page section heading.
  - [ConversionCreateQuery](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ConversionCreateQuery): In-page section heading.
  - [ConversionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ConversionListResponse): In-page section heading.
  - [ConversionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ConversionResponse): In-page section heading.
  - [CustomModelAccessControlListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAccessControlListResponse): In-page section heading.
  - [CustomModelAccessControlResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAccessControlResponse): In-page section heading.
  - [CustomModelAccessControlUpdateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAccessControlUpdateResponse): In-page section heading.
  - [CustomModelAsyncOperationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelAsyncOperationResponse): In-page section heading.
  - [CustomModelConversionAsyncOperationResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelConversionAsyncOperationResponse): In-page section heading.
  - [CustomModelCopy](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCopy): In-page section heading.
  - [CustomModelCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCreate): In-page section heading.
  - [CustomModelCreateFromTemplatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCreateFromTemplatePayload): In-page section heading.
  - [CustomModelCreateFromTemplateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelCreateFromTemplateResponse): In-page section heading.
  - [CustomModelListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelListResponse): In-page section heading.
  - [CustomModelPredictionExplanations](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelPredictionExplanations): In-page section heading.
  - [CustomModelResourceLimits](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelResourceLimits): In-page section heading.
  - [CustomModelResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelResponse): In-page section heading.
  - [CustomModelShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelShortResponse): In-page section heading.
  - [CustomModelTagCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTagCreate): In-page section heading.
  - [CustomModelTagRetrieveResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTagRetrieveResponse): In-page section heading.
  - [CustomModelTesting](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTesting): In-page section heading.
  - [CustomModelTests](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTests): In-page section heading.
  - [CustomModelTestsConfig](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsConfig): In-page section heading.
  - [CustomModelTestsListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsListResponse): In-page section heading.
  - [CustomModelTestsLogTailResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsLogTailResponse): In-page section heading.
  - [CustomModelTestsResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelTestsResponse): In-page section heading.
  - [CustomModelUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelUpdate): In-page section heading.
  - [CustomModelVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionCreate): In-page section heading.
  - [CustomModelVersionCreateFromLatest](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionCreateFromLatest): In-page section heading.
  - [CustomModelVersionCreateFromRepository](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionCreateFromRepository): In-page section heading.
  - [CustomModelVersionFromCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionFromCodespace): In-page section heading.
  - [CustomModelVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionListResponse): In-page section heading.
  - [CustomModelVersionMetadataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionMetadataUpdate): In-page section heading.
  - [CustomModelVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionResponse): In-page section heading.
  - [CustomModelVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionShortResponse): In-page section heading.
  - [CustomModelVersionToCodespace](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_CustomModelVersionToCodespace): In-page section heading.
  - [DependencyBuildLogResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DependencyBuildLogResponse): In-page section heading.
  - [DependencyConstraint](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DependencyConstraint): In-page section heading.
  - [DependencyResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DependencyResponse): In-page section heading.
  - [DeprecatedCustomModelVersionTrainingDataUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedCustomModelVersionTrainingDataUpdate): In-page section heading.
  - [DeprecatedCustomModelWorkspaceItemResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedCustomModelWorkspaceItemResponse): In-page section heading.
  - [DeprecatedHoldoutDataAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedHoldoutDataAssignment): In-page section heading.
  - [DeprecatedTrainingDataForModelsAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedTrainingDataForModelsAssignment): In-page section heading.
  - [DeprecatedTrainingDataForVersionsAssignment](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_DeprecatedTrainingDataForVersionsAssignment): In-page section heading.
  - [ExecutionEnvironmentCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentCreate): In-page section heading.
  - [ExecutionEnvironmentCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentCreateResponse): In-page section heading.
  - [ExecutionEnvironmentListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentListResponse): In-page section heading.
  - [ExecutionEnvironmentPermadelete](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentPermadelete): In-page section heading.
  - [ExecutionEnvironmentResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentResponse): In-page section heading.
  - [ExecutionEnvironmentShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentShortResponse): In-page section heading.
  - [ExecutionEnvironmentUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentUpdate): In-page section heading.
  - [ExecutionEnvironmentVersionBuildLogResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionBuildLogResponse): In-page section heading.
  - [ExecutionEnvironmentVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionCreate): In-page section heading.
  - [ExecutionEnvironmentVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionListResponse): In-page section heading.
  - [ExecutionEnvironmentVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionResponse): In-page section heading.
  - [ExecutionEnvironmentVersionShortResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_ExecutionEnvironmentVersionShortResponse): In-page section heading.
  - [FeatureImpactCreatePayload](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactCreatePayload): In-page section heading.
  - [FeatureImpactCreateResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactCreateResponse): In-page section heading.
  - [FeatureImpactItem](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactItem): In-page section heading.
  - [FeatureImpactResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_FeatureImpactResponse): In-page section heading.
  - [GeneratedMetadata](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_GeneratedMetadata): In-page section heading.
  - [GitModelVersion](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_GitModelVersion): In-page section heading.
  - [HoldoutDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_HoldoutDataResponse): In-page section heading.
  - [RequiredMetadataValue](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_RequiredMetadataValue): In-page section heading.
  - [RuntimeParameterReservedNamesData](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_RuntimeParameterReservedNamesData): In-page section heading.
  - [RuntimeParameterReservedNamesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_RuntimeParameterReservedNamesResponse): In-page section heading.
  - [SharingListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_SharingListResponse): In-page section heading.
  - [SharingUpdateOrRemoveWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_SharingUpdateOrRemoveWithGrant): In-page section heading.
  - [Template](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_Template): In-page section heading.
  - [TestingStatus](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_TestingStatus): In-page section heading.
  - [TrainingDataAssignmentErrorResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_TrainingDataAssignmentErrorResponse): In-page section heading.
  - [TrainingDataResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_TrainingDataResponse): In-page section heading.
  - [UserRoleWithGrant](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_models.html#tocS_UserRoleWithGrant): In-page section heading.

- [Custom scoring metrics](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html): Use the endpoints described below to manage custom scoring metrics.
  - [Custom scoring metrics](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#custom-scoring-metrics): In-page section heading.
  - [List custom scoring metrics](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#list-custom-scoring-metrics): In-page section heading.
  - [Create a custom scoring metric](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#create-a-custom-scoring-metric): In-page section heading.
  - [Delete a custom scoring metric by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#delete-a-custom-scoring-metric-by-metric-id): In-page section heading.
  - [Retrieve a custom scoring metric by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#retrieve-a-custom-scoring-metric-by-metric-id): In-page section heading.
  - [Update a custom scoring metric by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#update-a-custom-scoring-metric-by-metric-id): In-page section heading.
  - [List versions of a custom scoring metric by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#list-versions-of-a-custom-scoring-metric-by-metric-id): In-page section heading.
  - [Upload a new version of a custom scoring metric by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#upload-a-new-version-of-a-custom-scoring-metric-by-metric-id): In-page section heading.
  - [Delete a custom scoring metric version by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#delete-a-custom-scoring-metric-version-by-metric-id): In-page section heading.
  - [Retrieve a custom scoring metric version by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#retrieve-a-custom-scoring-metric-version-by-metric-id): In-page section heading.
  - [Retrieve a custom scoring metric version's file contents by metric ID](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#retrieve-a-custom-scoring-metric-versions-file-contents-by-metric-id): In-page section heading.
  - [Schemas](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#schemas): In-page section heading.
  - [CustomMetric](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomMetric): In-page section heading.
  - [CustomMetricTag](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomMetricTag): In-page section heading.
  - [CustomScoringMetricCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricCreate): In-page section heading.
  - [CustomScoringMetricListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricListResponse): In-page section heading.
  - [CustomScoringMetricResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricResponse): In-page section heading.
  - [CustomScoringMetricUpdate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricUpdate): In-page section heading.
  - [CustomScoringMetricVersionCreate](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricVersionCreate): In-page section heading.
  - [CustomScoringMetricVersionFilesResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricVersionFilesResponse): In-page section heading.
  - [CustomScoringMetricVersionListResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricVersionListResponse): In-page section heading.
  - [CustomScoringMetricVersionResponse](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_CustomScoringMetricVersionResponse): In-page section heading.
  - [RegistryFileItem](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_RegistryFileItem): In-page section heading.
  - [RegistryMetricItem](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_RegistryMetricItem): In-page section heading.
  - [RegistryUserIdentity](https://docs.datarobot.com/en/docs/api/reference/public-api/custom_scoring_metrics.html#tocS_RegistryUserIdentity): In-page section heading.

- [Data connectivity](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html): This page outlines how to integrate with a variety of enterprise databases, using a 'self-service' jdbc platform.
  - [Data connectivity](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#data-connectivity): In-page section heading.
  - [List all acl management connections](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-all-acl-management-connections): In-page section heading.
  - [Define the connection as acl management](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#define-the-connection-as-acl-management): In-page section heading.
  - [Deactivate acl management by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#deactivate-acl-management-by-data-store-id): In-page section heading.
  - [Create a data stage](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-data-stage): In-page section heading.
  - [Finalize a data stage by data stage ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#finalize-a-data-stage-by-data-stage-id): In-page section heading.
  - [Upload a part by data stage ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#upload-a-part-by-data-stage-id): In-page section heading.
  - [Upload jdbc driver](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#upload-jdbc-driver): In-page section heading.
  - [List drivers](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-drivers): In-page section heading.
  - [Create a new jdbc driver](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-new-jdbc-driver): In-page section heading.
  - [Delete the driver by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#delete-the-driver-by-driver-id): In-page section heading.
  - [Retrieve driver details by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieve-driver-details-by-driver-id): In-page section heading.
  - [Update properties of an existing jdbc driver by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-properties-of-an-existing-jdbc-driver-by-driver-id): In-page section heading.
  - [Driver configuration details by driver ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#driver-configuration-details-by-driver-id): In-page section heading.
  - [List data sources](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-data-sources): In-page section heading.
  - [Create a data source](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-data-source): In-page section heading.
  - [Delete the data source by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#delete-the-data-source-by-data-source-id): In-page section heading.
  - [data source details by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#data-source-details-by-data-source-id): In-page section heading.
  - [Update the data source by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-the-data-source-by-data-source-id): In-page section heading.
  - [Get the data source's access control list by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#get-the-data-sources-access-control-list-by-data-source-id): In-page section heading.
  - [Update the data source's access controls by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-the-data-sources-access-controls-by-data-source-id): In-page section heading.
  - [Describe data source permissions by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#describe-data-source-permissions-by-data-source-id): In-page section heading.
  - [Retrieve shared roles by ID by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#retrieve-shared-roles-by-id-by-data-source-id): In-page section heading.
  - [Modify data source shared roles by data source ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#modify-data-source-shared-roles-by-data-source-id): In-page section heading.
  - [List data stores](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#list-data-stores): In-page section heading.
  - [Create a data store](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#create-a-data-store): In-page section heading.
  - [Delete the data store by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#delete-the-data-store-by-data-store-id): In-page section heading.
  - [data store details by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#data-store-details-by-data-store-id): In-page section heading.
  - [Update a data store configuration by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connectivity.html#update-a-data-store-configuration-by-data-store-id): In-page section heading.
  - [Update the data store's access controls by data store ID](https://docs.datarobot.com/en/docs/api/reference/public-api/data_connec