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Build A Vector Database From Scratch To Understand RAG In Depth

Build A Vector Database From Scratch To Understand RAG In Depth

A hands-on lesson on building a Vector Database and performing RAG over it

Dr. Ashish Bamania's avatar
Dr. Ashish Bamania
Mar 29, 2025
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Build A Vector Database From Scratch To Understand RAG In Depth
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RAG or Retrieval-Augmented Generation, first published in 2020, has now become an industry standard.

The same goes for Vector Databases used in the RAG workflow.

If you’re new to it, or want to understand it in depth, here’s a lesson where we build a Vector database to perform RAG on it, all from scratch.

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