PostgresML is a complete platform in a PostgreSQL extension. Build simpler, faster, and more scalable models right inside your database. Explore the SDK and test open source models in our hosted database. Combine and automate the entire workflow from embedding generation to indexing and querying for the simplest (and fastest) knowledge-based chatbot implementation. Leverage multiple types of natural language processing and machine learning models such as vector search and personalization with embeddings to improve search results. Leverage your data with time series forecasting to garner key business insights. Build statistical and predictive models with the full power of SQL and dozens of regression algorithms. Return results and detect fraud faster with ML at the database layer. PostgresML abstracts the data management overhead from the ML/AI lifecycle by enabling users to run ML/LLM models directly on a Postgres database.

Features

  • Perform natural language processing (NLP) tasks like sentiment analysis, question and answering, translation, summarization and text generation
  • Access 1000s of state-of-the-art language models like GPT-2, GPT-J, GPT-Neo from HuggingFace model hub
  • Fine tune large language models (LLMs) on your own text data for different tasks
  • Use your existing PostgreSQL database as a vector database by generating embeddings from text stored in the database
  • Use any of these popular tools to connect to PostgresML and write SQL queries
  • Connect directly to the database with your favorite programming language

Project Samples

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Categories

Machine Learning

License

MIT License

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Additional Project Details

Programming Language

Rust

Related Categories

Rust Machine Learning Software

Registered

2023-11-27