RAG & Knowledge Bases
Lesson 4 of 6
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Lesson 4
20 min

Vector Databases: Pinecone, pgvector, Chroma, Weaviate

Quick Summary

A vector database stores embeddings and returns nearby items with metadata filters. Pinecone, pgvector, Chroma, and Weaviate represent different managed, database-extension, and application-platform tradeoffs.

What you will learn
  • ·Describe a vector store's core responsibilities
  • ·Compare managed and self-operated options
  • ·Evaluate access control, operations, and exit costs