Track 5: RAG: Retrieval-Augmented Generation, Vector Databases (One Lesson per Tool)

FAISS Tutorial

Build an in-memory index for millions of vectors.

Status: Coming soon IntermediateVideo lessonAbout 12 min Free tools
Get notified on YouTube Udemy certificate: coming soon

Course

Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG

Udemy: coming soon

Tools

  • FAISS (open-source, free)

Watch first

In this module

  1. What a Vector Database Does: ANN, HNSW, IVF
  2. Chroma Tutorial
  3. FAISS Tutorial
  4. pgvector: Vectors in Postgres
  5. Pinecone Tutorial
  6. Qdrant Tutorial
  7. Weaviate Tutorial
  8. Milvus Tutorial
  9. Elasticsearch and OpenSearch for Vector and Hybrid Search
  10. Choose a Vector DB (incl. LanceDB, Redis, Atlas): Benchmark on Your Data

The course this lesson belongs to