Vector Database Fundamentals — Retrieval-Augmented Generation (RAG) &…
Approximate nearest-neighbor search at scale
Steps in Vector Database Fundamentals
- What a Vector Database Actually Does — beginner · Approximate nearest neighbor search at the core of retrieval
- Comparing Vector Database Options — beginner · Trade-offs between managed, self-hosted and embedded options
- Indexing Algorithms (HNSW, IVF) — beginner · How vector databases make nearest-neighbor search fast at scale
- Vector Database vs Traditional Database — beginner · Why standard databases aren't built for this kind of search
- Setting Up a Vector Database — beginner · Getting a vector store running and ready to receive data
Part of
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path