PostgresML is an extension for the PostgreSQL database server that enables end-to-end machine learning inside your database. It allows users to build, train, and deploy ML models directly within PostgreSQL, eliminating the need for data movement between systems. By using SQL queries, users can perform training and inference on both text and tabular data, maximizing data privacy and security while reducing latency and improving performance.