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