https://github.com/amirali5/vector_databases

Learning journey with Vector Databases for GenAI RAG applications, exploring Chroma, Pinecone, and Weaviate for efficient retrieval, indexing, and querying in AI-driven systems.
https://github.com/amirali5/vector_databases

chromadb genai pineconedb vector-database weaviatedb

Last synced: 5 months ago
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Learning journey with Vector Databases for GenAI RAG applications, exploring Chroma, Pinecone, and Weaviate for efficient retrieval, indexing, and querying in AI-driven systems.

• Host: GitHub
• URL: https://github.com/amirali5/vector_databases
• Owner: AmirAli5
• Created: 2025-03-27T10:13:49.000Z (7 months ago)
• Default Branch: main
• Last Pushed: 2025-03-27T10:22:47.000Z (7 months ago)
• Last Synced: 2025-03-27T11:27:14.858Z (7 months ago)
• Topics: chromadb, genai, pineconedb, vector-database, weaviatedb
• Homepage: https://sites.google.com/view/amir-ali
• Size: 732 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
![Cover](cover.png)

This repository documents my learning journey with Vector Databases for GenAI RAG applications. I explored, practiced, and implemented Chroma, Pinecone, and Weaviate to enhance retrieval efficiency in AI-driven systems. Through this process, I gained hands-on experience in vector search, indexing, querying, and integrating these databases into real-world RAG pipelines.

Outline:

1. Chroma Vector Database

2. Pinecone Vector Database

3. Weaviate Vector Database

### Referece

[1] https://docs.trychroma.com/docs 


[2] https://docs.pinecone.io/guides   


[3] https://weaviate.io/developers/weaviate