> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/sdgm/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/sdgm/_mcp/server.

# Introduction

> End-to-end fine-tuning walkthrough: connectors, tables, graphs, predictive queries, training

**The Kumo platform makes machine learning on relational data simple, performant, and scalable.** The Kumo SDK exposes an intuitive and composable interface atop the Kumo platform, enabling you to easily integrate Kumo with your existing iteration, testing, and production workflows.

This tutorial is also available as a [Google Colab](https://colab.research.google.com/drive/1WOyMm8gdT1lwrmgRjJUSwb940sn6jUM4?usp=sharing), which you can copy and run end-to-end with your API key.

The Fine-Tune SDK workflow follows these steps:

Install the SDK, manage API keys, and configure SPCS.

Connect data sources, create tables, and build a relational graph.

Write queries, train models, and deploy for online serving.