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Retrieval-Augmented Generation from Scratch

Build a RAG system that actually retrieves the right thing: embeddings, chunking, hybrid search, reranking, and grounded answers.

Taught byPriya RamanLLMs · RAG · Prompt engineering · Evaluation
Advanced1h 57m4 modules9.1k students

What you’ll learn

Understand embeddings

Know what a vector encodes, what it does not, and which similarity measure to use.

Chunk content well

Split documents so retrieved passages are self-contained and carry useful metadata.

Improve retrieval quality

Combine keyword and vector search, then rerank, and measure whether it helped.

Ground every answer

Cite sources, and make the system say it does not know instead of inventing one.

Course Content

4 modules1h 57m