Code Monkey home page Code Monkey logo

helpmate_ai's Introduction

HELPMATE_AI Semantic Search System

INTRODUCTION
------------
HELPMATE_AI is a sophisticated semantic search system designed to efficiently retrieve and rank documents based on the Retrieval-Augmented Generation (RAG) pipeline. This system leverages advanced NLP techniques to process PDF documents and provide relevant information in response to user queries.

FEATURES
--------
- Semantic search using RAG pipeline for precise document retrieval.
- PDF text and table extraction with vector representation generation.
- Cache implementation to enhance retrieval performance.
- Vector storage with ChromaDB for scalable search capabilities.

INSTALLATION
------------
1. Clone the repository:
   git clone https://github.com/MrVuTuanAnh/HELPMATE_AI.git
2. Navigate to the project directory:
   cd HELPMATE_AI
3. Install the required dependencies:
   pip install -r requirements.txt

REPORT:
------
- Short report:  HELPMATE_AI_Report.pdf
- Screen report: Screenshort.pdf
- Full & detail of Helpmate_ai : main.ipynb

USAGE
-----
- Use main.ipynb on jupyter for executing the project code.
- Follow the notebook instructions to perform document processing and semantic searches.

CONFIGURATION
-------------
- Set up environment variables as needed for database and API connections.
- Configure cache settings in the ChromaDB settings file.

CONTACT
-------
Project Link: https://github.com/MrVuTuanAnh/HELPMATE_AI

ACKNOWLEDGEMENTS
----------------
- OpenAI for language model APIs.
- Hugging Face for transformer models.
- The pdfplumber, tiktoken, and ChromaDB libraries.

Please ensure you follow the instructions for installation and setup closely, and refer to individual scripts for additional documentation on function usage.

helpmate_ai's People

Contributors

mrvutuananh avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.