Vector Databases for RAG: Indexing and Similarity Methods

Vector Databases for RAG: Indexing and Similarity Methods

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- How do Vector DBs work?

4 of 13

4 of 13

- How do Vector DBs work?

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Vector Databases for RAG: Indexing and Similarity Methods

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  1. 1 - Intro
  2. 2 - Why Vector DBs
  3. 3 - Types of DBs
  4. 4 - How do Vector DBs work?
  5. 5 - Flat Indexing
  6. 6 - Local Sensitivity Hashing LSH
  7. 7 - Hierarchical Navigable Small World HNSW
  8. 8 - Inverted File Indexing IFI
  9. 9 - Product Quantization PQ
  10. 10 - Approximate Nearest Neighbour Oh Yeah Annoy
  11. 11 - Random Projection RP
  12. 12 - Which Indexing method to choose?
  13. 13 - Querying VectorDBs

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