Introduction | Structured Data and Graph Models

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 or KumoRFM SDK instead.

The platform workflow follows these steps:

Connect Data

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

Train Model

Write predictive queries, configure model settings, and train.

Run Models

Generate batch predictions and export results.

Admin & Setup

Manage quotas, security, deployment options, and SSO.