Databricks Machine Learning integrates with the Lakehouse platform to enable secure development of AI applications using enterprise data. The environment supports everything from traditional ML to generative AI, with specialized tools for RAG implementations and agent development. Data teams can leverage existing SQL skills while incorporating advanced techniques like fine-tuning and reinforcement learning. The platform excels at governance-sensitive use cases with features for lineage tracking, access controls, and compliance reporting. Organizations with large-scale data already in Databricks particularly benefit from the unified analytics and AI approach.