Fine-tune LLM with Databricks Unity Catalog and Amazon SageMaker AI

This post demonstrates how to build a secure, complete LLM fine-tuning workflow, integrating Databricks Unity Catalog with Amazon SageMaker AI and Amazon EMR Serverless. The solution securely accesses governed data, maintains lineage, and registers trained artifacts while preserving central governance and compliance.