Title: Week 03 Resources
Course: AIINFRA 301: Production RAG & LLMOps — Observability and Evaluation > Section: Week 03 — Vector Database Selection: Qdrant, Milvus, Weaviate, and pgvector

📚 Resources

- Vector Database Selection Framework (2026): https://www.kalviumlabs.ai/blog/vector-databases-compared-pgvector-pinecone-qdrant-weaviate/
- Qdrant Docker Quickstart: https://qdrant.tech/documentation/quickstart/
- pgvector: CREATE EXTENSION and install: https://github.com/pgvector/pgvector
- Milvus standalone / Milvus Lite quickstart: https://milvus.io/docs/quickstart.md
- Weaviate Quickstart (Locally hosted with Docker): https://docs.weaviate.io/weaviate/quickstart/local
- A Postgres extension is not automatically worse than a purpose-built vector DB: https://callsphere.ai/blog/vector-database-benchmarks-2026-pgvector-qdrant-weaviate-milvus-lancedb

Week 04 · Indexing Deep Dive: HNSW vs IVF and Metadata Filtering

Notion ID: 392c08fd-0278-8161-9696-eb731018456d Notion URL: https://app.notion.com/p/392c08fd027881619696eb731018456d