Overview
PostgresML is a PostgreSQL extension that brings machine learning directly into your database. It allows you to train and deploy models without moving data, improving efficiency and security. By leveraging the familiar SQL interface, it integrates seamlessly with existing workflows. The architecture supports GPU acceleration for faster model training and inference. Use cases include real-time fraud detection, personalized recommendations, and predictive analytics. It supports a variety of ML algorithms and integrates with Hugging Face for LLMs, enabling capabilities like RAG within Postgres. The system is designed for scalability, supporting millions of transactions per second. PostgresML enhances data privacy by keeping both models and data within the secure database environment.