Welcome to the Personal Brain Project - your digital repository for technical knowledge! This innovative platform leverages the power of Retrieval-Augmented Generation (RAG) to provide insightful summaries and answer questions about technical papers and books.
Whether you are a researcher, a student, or simply a knowledge enthusiast, the Personal Brain Project is designed to enhance your learning experience by making information retrieval seamless and interactive.
- Data Ingestion: Add your technical papers and books to the brain using our Streamlit-based interface or directly via the API.
- Intelligent Retrieval: Powered by MongoDB and Postgres, retrieve your documents in an instant.
- Smart Summarization: Get concise summaries of lengthy documents, thanks to OpenAI's cutting-edge language models.
- Interactive Q&A: Ask complex questions and receive accurate answers generated by our RAG system.
- Robust API: Built with FastAPI and Pydantic, expect high-performance interactions with strong typing.
The project is more than just an application; it's a culmination of various technologies knit together to create a robust and intelligent system. We've utilized:
- FastAPI for speedy backend services.
- Streamlit for an intuitive frontend experience.
- OpenAI's LLM for state-of-the-art language understanding.
- MongoDB for flexible data storage.
- Postgres for structured data management.
- Pydantic for data validation.
Our journey in building the Personal Brain Project has been filled with learning and achievement. It stands as a testament to what modern technology can accomplish when directed towards the goal of knowledge management and dissemination.
To get started with the Personal Brain Project:
- Clone the repository.
- Install dependencies from
requirements.txt. - Follow the setup instructions in the documentation to initialize the databases.
- Launch the application and start adding content to your personal brain!
This project thrives on community contributions. Whether it's adding features, improving the UI, or enhancing the RAG capabilities, we welcome your pull requests!
The Personal Brain Project is released under the MIT license. Feel free to fork, modify, and use it in your own projects.
Special thanks to the open-source projects and APIs that made this project possible.
Embark on your journey towards a smarter way of learning and information retrieval with the Personal Brain Project today!