A beginner-friendly Python chatbot that uses uploaded PDF documents as the only source of truth. The system extracts PDF text, creates vector embeddings, stores them in FAISS, and answers user ...

A modern chatbot application that allows users to upload PDF documents and ask questions about their content using Retrieval Augmented Generation (RAG) with Google Gemini and Pinecone vector database.

I’ve successfully completed an Intermediate course on Retrieval-Augmented Generation (RAG) Systems. Over five hands-on modules, I built and evaluated end-to-end RAG pipelines, covering retrieval, ...

Retrieval-Augmented Generation Survey A necessary taxonomy of retrieval failure modes. Move past naive chunking and cosine similarity if you want resilient data pipelines. lnkd.in/eketXw3h —— When you ...