Welcome to my GitHub! I'm a passionate developer working on cutting-edge projects in Generative AI, Retrieval-Augmented Generation (RAG), and LLMs. 🚀

---

🔍 Traditional RAG Pipeline using LangChain + FAISS + OpenAI

This project demonstrates how to build a Retrieval-Augmented Generation (RAG) system using the following stack:

• 🧠 LLMs from OpenAI (e.g., gpt-3.5-turbo)
• 🔗 LangChain for orchestration
• 📚 FAISS for vector similarity search
• 📝 Streamlit for interactive UI

📂 This is a great starting point for anyone looking to build production-level AI assistants using their own data.

---

🧰 Tech Stack

---

⚙️ Features

• 📄 Upload PDF documents
• 🧠 Embed text chunks using OpenAI embeddings
• 🔍 Semantic similarity search via FAISS
• 🤖 Ask questions and get intelligent answers from your knowledge base
• 🖼️ Interactive UI using Streamlit

---

🧪 How to Run

1. Clone the repo

   git clone https://github.com/yourusername/traditional-rag.git
   cd traditional-rag