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Vector Similarity Search with Postgres 

Sefik Ilkin Serengil
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21 окт 2024

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Комментарии : 15   
@nefsio
@nefsio Год назад
Very useful content with hands on example 👍🏼
@MrZverekChe
@MrZverekChe Год назад
Thank you very much! Very useful information
@mehmetbegbaga780
@mehmetbegbaga780 Год назад
Başarılı bir çalışma tebrikler
@BulentSiyah
@BulentSiyah Год назад
Great video! Embarking on an incredible journey of vector similarity search with k-nearest neighbor (k-NN) in Postgres queries is truly fascinating. Generating vector embeddings of facial images using the deepface package for Python and conducting lightning-fast k-NN searches opens up a world of possibilities in image analysis, reverse image search, recommendation engines, and NLP applications like ChatGPT. Count me in to revolutionize my search capabilities with k-NN and Postgres! Thank you for sharing this amazing content!
@husambarham3779
@husambarham3779 4 месяца назад
Great video, if I may ask, what does pgverctor library for python adds on to your method? I'm looking for lowest latency for similarity search, and I think your approach is faster and straight to the point for using postgress to store embeddings and compare similarities, or Im missing something? Thank you
@sefiks
@sefiks 4 месяца назад
this approach is running k-nn whereas pgvector runs a-nn. in other words, ann is much faster than k-nn. plan to create a video about pgvector soon.
@husambarham3779
@husambarham3779 4 месяца назад
@@sefiks Thank you very much :)
@TheGoskid
@TheGoskid 2 месяца назад
First I wanna say thanks a lot for your research mate, I got a question is it possible for me to create an enrollment interface that I can use later so I assign privileges and permissions depending on the real time face of a person?
@sefiks
@sefiks 2 месяца назад
Yes, absolutely
@polpomajdi6757
@polpomajdi6757 Год назад
hi sir sefik, in terms of speed and precision, what is the most compliant database with deep face for vector comparison, do you think faiss data base is the best ?
@sefiks
@sefiks Год назад
depends on the database size. for small and moderate size database, recommend postgres or mongo. for large scale, recommend redis or faiss.
@Infinitay
@Infinitay Год назад
@@sefiks Wouldn't it be better to store your embeddings in to a vector database instead since we're working with vectors? I've recently heard about them so I don't know much, but it seems reasonable you'd benefit from storing your vectors in a vector database, no?
@sefiks
@sefiks Год назад
Firstly, will publish a video about vector databases. Secondly, for instance milvus is a vector db but it uses faiss in the background.
@cyberhard
@cyberhard Год назад
Excellent as usual!
@senyaoshi
@senyaoshi Год назад
learned
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