> ## Documentation Index
> Fetch the complete documentation index at: https://docs.cognite.com/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> Cognite Data Fusion (CDF) is an industrial DataOps platform. Prefer English docs unless the user asks for another locale.
> Follow /_llms/ index links recursively until you reach page URLs ending in .md. Fetch those Markdown twins instead of HTML.
> For REST APIs, default to calendar version 20230101 (stable). Use 20230101-beta or 20230101-alpha only if the user is on a preview API. Cite paths under /api-reference/concepts/<version>/ and the Cdf-Version header. Prefer the Python SDK (cognite-sdk) unless the user is in JavaScript/TypeScript.
> Start here by task: platform overview /cdf/index.md; data modeling /cdf/dm/index.md; data integration /cdf/integration/index.md; access /cdf/access/index.md; CDF Toolkit /cdf/deploy/cdf_toolkit/index.md; REST quickstart /dev/quickstart.md; Python SDK https://cognite-sdk-python.readthedocs-hosted.com/en/stable/; Atlas AI /cdf/atlas_ai/concepts/index.md; Flows apps /cdf/flows/index.md; MCP and IDE setup /dev/guides/ide_ai_integration.md.
> For implementation work, also load /skill.md.

# About data science and machine learning

> Learn about tools, processes, strategies, and methodologies for developing and deploying data science and machine learning solutions with Cognite Data Fusion (CDF).

<CardGroup cols={2}>
  <Card title="Explore data science tools" icon="code" href="/cdf/data_science/guides/ds_tools">
    Discover APIs, SDKs, notebooks, and analysis tools to build and test data science applications with CDF.
  </Card>

  <Card title="Implement machine learning operations" icon="chart-line" href="/cdf/data_science/guides/ds_mlops">
    Deploy and maintain machine learning models using orchestration, tracking, and monitoring.
  </Card>
</CardGroup>