PostgresML is an open-source extension that brings machine learning capabilities directly into PostgreSQL databases. By embedding ML operations within the database, it eliminates the need for data transfers to external systems, enhancing efficiency and reducing latency.
This integration allows you to perform tasks such as training and deploying models using simple SQL commands, streamlining the workflow for data scientists and engineers.
With PostgresML, you can leverage GPU acceleration for faster computations, making it suitable for applications requiring high performance. It supports a variety of machine learning algorithms, including those from libraries like Scikit-learn, XGBoost, and TensorFlow.
Additionally, PostgresML offers seamless integration with large language models from Hugging Face, enabling advanced natural language processing tasks directly within your database environment.