Track 5: RAG: Retrieval-Augmented Generation
Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG
45 lessons
Track 5: RAG: Retrieval-Augmented Generation, Vector Databases (One Lesson per Tool)
Choose a Vector DB (incl. LanceDB, Redis, Atlas): Benchmark on Your Data
Pick a DB from measured recall, latency and cost.
Get notified on YouTube Udemy certificate: coming soon
Course
Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG
Udemy: coming soon
Tools
- Chroma (open-source, free)
- Qdrant (open-source, freemium)
- pgvector (Postgres) (open-source, free)
- Pinecone (freemium)
Watch first
Then try
In this module
- What a Vector Database Does: ANN, HNSW, IVF
- Chroma Tutorial
- FAISS Tutorial
- pgvector: Vectors in Postgres
- Pinecone Tutorial
- Qdrant Tutorial
- Weaviate Tutorial
- Milvus Tutorial
- Elasticsearch and OpenSearch for Vector and Hybrid Search
- Choose a Vector DB (incl. LanceDB, Redis, Atlas): Benchmark on Your Data
The course this lesson belongs to