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PostgresML

What it does

PostgresML is a complete MLOps platform implemented as a PostgreSQL extension. It allows users to build fast, simple, and powerful machine learning models directly within their database. It offers GPU-powered Postgres databases for building AI applications, enabling tasks like vector embedding, real-time output generation, and more. PostgresML simplifies the AI stack by integrating various components like vector databases, embedding models, and LLMs into a single system.

Core features

  • Build and deploy ML models directly within PostgreSQL
  • GPU-powered Postgres databases for AI applications
  • Vector embedding and real-time output generation
  • Integration with open-source models (Mistral, Llama, etc.)
  • Support for SQL and SDKs in JS and Python

Use cases

  • RAG (Retrieval Augmented Generation)
  • Search
  • Chatbot
  • Text Generation
  • Embeddings
  • Vector Database
  • Supervised Learning

Tutorials

Step-by-step: exactly how to get things done with it.

Complete MLOPS Platform To Build LLMs Application In PostgresML-Bring ML code to your Database

Krish Naik · 25K views