Vector Search for RAG

Use vector search effectively in RAG. Master chunking-aware retrieval, k tuning, MMR for diversity, contextual retrieval, and the patterns that make RAG actually work.

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6

Lessons

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Code Examples

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Lessons in This Topic

Work through these 6 lessons in order, or jump to whichever topic you need most.

Vector Search for RAG Intro

Beginner

Tuning Top-k

Intermediate

MMR for Diversity

Advanced

Contextual Retrieval (Anthropic)

Advanced

Parent Document Retrieval

Advanced

Evaluating RAG Retrieval

Advanced