Building a Naive RAG with FAISS or Chroma
Write 40 lines of Python: embed query, top-K nearest chunks, stuff into the prompt, ask the LLM.
A 40-Line RAG
You now have all the pieces. We will assemble them into a working naive RAG over a small set of docs.
Step 1: Install
# pip install openai chromadbAll lessons in this course
- What RAG Solves (Knowledge Cut-off, Hallucinations)
- Chunking Strategies (Fixed, Sentence, Semantic)
- Indexing a Document Set
- Building a Naive RAG with FAISS or Chroma