> 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

> Get started with the KumoRFM Fine-Tuning Platform — train and deploy models through the web UI

**The KumoRFM Fine-Tuning Platform** is Kumo's managed web interface for training, evaluating, and deploying graph neural network models on relational data. Connect your data warehouse, define predictive queries, train models, and generate batch predictions — all through the UI without writing code.

For SDK-based workflows, see the [KumoRFM Fine-Tuning SDK](/fine-tuning/introduction) or [KumoRFM SDK](/rfm/introduction) instead.

The platform workflow follows these steps:

#### [Connect Data](/data-connectors)

Connect to S3, BigQuery, Snowflake, Databricks, or upload local data.

#### [Train Model](/predictive-query)

Write predictive queries, configure model settings, and train.

#### [Run Models](/batch-prediction)

Generate batch predictions and export results.

#### [Admin & Setup](/quotas-and-limits)

Manage quotas, security, deployment options, and SSO.