Stop Thinking, Just Do!

Sungsoo Kim's Blog

Vector Databases simply explained! (Embeddings & Indexes)

tagsTags

10 November 2023


Article Source


Vector Databases simply explained! (Embeddings & Indexes)

Abstract

Vector Databases simply explained. Learn what vector databases and vector embeddings are and how they work. Then I’ll go over some use cases for it and I briefly show you different options you can use.

How to Choose a Vector Database in 2023

The discussion covers indexing algorithms, emphasizing HNSW and IVF, followed by an in-depth comparison of the vector databases. Finally, a practical example of using a vector database with DVC will be shown, to iterate on your vectors while using the same stack as in your production pipeline.

At the end of the presentation, you should have more clarity on selecting the right vector database based on individual requirements and technical infrastructure.


comments powered by Disqus