Indexing Algorithms (HNSW, IVF) — Roadmap Step & Resources
How vector databases make nearest-neighbor search fast at scale
- Level: beginner
- Estimated time: 1 days
- Roadmap: Retrieval-Augmented Generation (RAG) & Vector Databases
Before this step
Study resources
- LangChain Documentation (Article) — Official documentation covering retrieval and RAG patterns widely used in production systems. Background reading/viewing for: Indexing Algorithms (HNSW, IVF).
- Pinecone Learning Center (Article) — A vector database provider's educational content on vector search fundamentals. Relevant to: Indexing Algorithms (HNSW, IVF).
Part of
- Vector Database Fundamentals — section
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path