Bring your AI to your data, directly in your database.
Summary
PostgresML is an innovative open-source extension for PostgreSQL that enables you to perform machine learning operations directly within your database. This revolutionary approach eliminates the need to move your data to external machine learning platforms, significantly reducing complexity, latency, and security concerns.
By integrating ML capabilities into PostgreSQL, PostgresML allows data scientists and developers to leverage the power of their existing data infrastructure for building and deploying AI models. This means faster iteration cycles, more efficient data processing, and the ability to derive insights and automate tasks without complex ETL pipelines.
The extension supports a wide range of machine learning tasks, from classification and regression to natural language processing and more, all accessible via standard SQL queries. This democratizes AI, making it accessible to a broader audience who are already familiar with SQL and the PostgreSQL ecosystem.
Key Features
- In-database model training and inference
- Support for popular ML frameworks (e.g., PyTorch, TensorFlow, scikit-learn)
- SQL-based API for ML operations
- Reduced data movement and latency
- Enhanced security and data governance
- Scalable and performant for large datasets
- Open-source and community-driven