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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
Advanced Content

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Vector Databases: Pinecone, pgvector, Chroma, Weaviate is part of RAG & Knowledge Bases — an advanced module. We keep these gated so we can save your progress, recommend next steps, and personalize the curriculum.

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