# NVIDIA Kumo

> Choose a Kumo model and execution path, build your first workflow, and find runnable examples and reference guides.

## Instructions for AI Agents

- For clean Markdown of any page, append `.md` to the page URL
- For section-specific indexes, append `/llms.txt` to any section URL
- For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/sdgm/_mcp/server

## Products

- [About NVIDIA Kumo](https://docs.nvidia.com/sdgm/about-nvidia-kumo/llms.txt)
  - [Overview](https://docs.nvidia.com/sdgm/about-nvidia-kumo/overview.md)
  - [In-Context Learning](https://docs.nvidia.com/sdgm/about-nvidia-kumo/in-context-learning.md)
- [Kumo Engine](https://docs.nvidia.com/sdgm/kumo-engine/llms.txt)
  - [Overview](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/overview.md)
  - [Get Started with Agents](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/agents.md)
  - [Examples](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/examples.md)
  - [Prerequisites](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/prerequisites.md)
  - [Available Deployment Options](https://docs.nvidia.com/sdgm/kumo-engine/get-started-with-kumo-engine/available-deployment-options.md)
- [Structured Data Models](https://docs.nvidia.com/sdgm/structured-data-models/llms.txt)
  - [Overview](https://docs.nvidia.com/sdgm/structured-data-models/overview.md)
  - [Installation](https://docs.nvidia.com/sdgm/structured-data-models/installation.md)
  - [Quickstart](https://docs.nvidia.com/sdgm/structured-data-models/quickstart.md)
  - [Kumo Tabular](https://docs.nvidia.com/sdgm/structured-data-models/models/kumo-tabular.md)
  - [Kumo Relational](https://docs.nvidia.com/sdgm/structured-data-models/models/kumo-relational.md)
- [Structured Data Models Client](https://docs.nvidia.com/sdgm/client/llms.txt)
  - [Overview](https://docs.nvidia.com/sdgm/client/overview.md)
  - [Overview](https://docs.nvidia.com/sdgm/client/kumo-relational/about-kumo-relational/overview.md)
  - [How Kumo Relational Works](https://docs.nvidia.com/sdgm/client/kumo-relational/about-kumo-relational/introduction.md)
  - [Deploy, Install, and Connect](https://docs.nvidia.com/sdgm/client/kumo-relational/get-started/sdk-getting-started.md)
  - [Quickstart: Make Your First Prediction](https://docs.nvidia.com/sdgm/client/kumo-relational/get-started/rfm.md)
- [Research](https://docs.nvidia.com/sdgm/research/llms.txt)
  - [Research Overview](https://docs.nvidia.com/sdgm/research/research/overview.md)
  - [Relational Deep Learning](https://docs.nvidia.com/sdgm/research/concepts-models/relational-deep-learning.md)
  - [Introduction to Graph Neural Networks](https://docs.nvidia.com/sdgm/research/concepts-models/gnn-introduction.md)
  - [Hybrid GNNs for Recommendations](https://docs.nvidia.com/sdgm/research/concepts-models/hybrid-graph-neural-networks.md)
  - [Introduction to Graph Transformers](https://docs.nvidia.com/sdgm/research/concepts-models/graph-transformers-intro.md)
- [FAQ](https://docs.nvidia.com/sdgm/faq/llms.txt)
  - [How does Kumo handle missing values?](https://docs.nvidia.com/sdgm/faq/kumo-engine/data-graphs/how-does-kumo-handle-missing-values-in-my-dataset.md)
  - [What types of data can Kumo ingest?](https://docs.nvidia.com/sdgm/faq/kumo-engine/data-graphs/what-types-of-data-can-kumo-ingest.md)
  - [Can one graph use different connectors?](https://docs.nvidia.com/sdgm/faq/kumo-engine/data-graphs/can-a-graph-use-multiple-connectors.md)
  - [How long does graph materialization take?](https://docs.nvidia.com/sdgm/faq/kumo-engine/data-graphs/how-long-does-graph-materialization-take.md)
  - [Can I use an external model to embed a column?](https://docs.nvidia.com/sdgm/faq/kumo-engine/data-graphs/how-can-i-use-an-external-model-for-embedding-a-column.md)