ILIASB1212/RAG-CHAT-WITH-MOROCCO-LOIS-DE-FINANCE-2020-2025

Domaine:

natural language processing

Type de record:

software

Créateur:

ILI

Hôte:

# Moroccan Public Finance Laws Chatbot (2020-2025) ## Project Overview This is a **Retrieval-Augmented Generation (RAG)** chatbot designed to provide fast and accurate answers to questions about Moroccan public finance laws passed between **2020 and 2025**. It uses a powerful combination of open-source and proprietary tools to process and understand legal documents, allowing users to ask complex questions in natural language. ## Key Features - **Intelligent Q&A**: Get precise answers to your questions based on specific laws and documents. - **Intuitive UI**: An easy-to-use interface built with Streamlit for a seamless user experience. - **Rapid Response**: Leveraging the speed of the Groq API for near-instantaneous answer generation (note: it may take 2 minutes to download the data initially). - **Comprehensive Knowledge Base**: The chatbot is grounded in official public finance documents, ensuring factual and reliable information. ## Technologies Used This project is built using a modern **RAG** stack to create a robust and efficient chatbot. The key tools include: - **Streamlit**: Used for creating the interactive and user-friendly web interface. - **LangChain**: The core framework that orchestrates the entire RAG pipeline, from document loading to model invocation. - **Chroma**: A powerful open-source vector database that stores the embedded document chunks for efficient retrieval. - **OpenAI Embeddings**: Utilized to convert the text documents into high-dimensional numerical vectors, allowing the system to understand the semantic meaning of the text. - **Groq**: A fast and scalable language model (LLM) that powers the final answer generation, ensuring quick and accurate responses. ## Setup and Installation ### Prerequisites Before you begin, ensure you have the following installed: - **Python 3.10** - **Git** ### Step-by-Step Guide 1. **Clone the Repository, Create a Virtual Environment, Install Dependencies, and Set Up API Keys**: - Clone the repo …

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