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WEEK 05 OF 13 · HIGH-LEVEL OVERVIEW← FULL CURRICULUM

WEEK 05RAG FUNDAMENTALS

Give an AI model access to your own documents so it answers from your data instead of guessing.

05 / THE BIG IDEAWHAT · WHY · OUTCOME

The concept, explained simply.

What you explore

Give an AI model access to your own documents so it answers from your data instead of guessing.

  • Embeddings
  • Vector databases
  • Retrieval vs generation
  • Chunking basics

Why it matters

Retrieval-augmented generation is the most requested AI feature in companies today. It is how chatbots answer about internal policies, contracts and product docs.

What you walk away with

A document assistant that answers questions from files you upload.

Tools: LangChain; FAISS

THE FULL DEPTH IS INSIDE THE COHORT

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