#rag #ai #nlp #python #fastapi #faiss #llm #generativeai #openai #groq #sentencetransformers #buildinpublic #projects | Neha Rawat
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#rag #ai #nlp #python #fastapi #faiss #llm #generativeai #openai #groq #sentencetransformers #buildinpublic #projects | Neha Rawat
I built a fully modular RAG (Retrieval Augmented Generation) system from scratch. Instead of just calling API and hoping for the best, I wanted to deeply understand full AI lifecycle: from data preprocessing and vector indexing to grounded answer generation. Here's what I built and what I learned: The Problem: Standard LLMs often hallucinate or ...
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