In the ever-evolving landscape of music streaming and recommendation systems, Spotify has long been at the forefront, leveraging cutting-edge technologies … More
Tag: nearest neighbor
A Step by Step Approximate Nearest Neighbor Example In Python From Scratch
Nearest neighbor search is a fundamental problem for vector models in machine learning. It involves finding the closest vectors to … More
The Rise of Vector Databases
In the ever-evolving landscape of data management, a powerful new player has emerged: vector databases. With the exponential growth of … More
K-NN vs Approximate Nearest Neighbors
In the vast realm of data science and machine learning, the ability to efficiently find similar items or patterns within … More
The Rise of Vector Models in Machine Learning
In the rapidly advancing field of machine learning, vector models have emerged as a vital cornerstone for driving breakthroughs in … More
Large Scale Face Recognition with Elasticsearch
Previously, we have mentioned large scale face recognition with Spotify Annoy, Facebook Faiss and NMSLIB. Those are spectacular but very … More
Large Scale Face Recognition with NMSLIB
Non-Metris Space Library or shortly NMSLIB is an efficient similarity search package. We have mentioned similarity search solutions of tech … More
Large Scale Face Recognition with Facebook Faiss
Facebook research team developed an amazing product – Faiss – to handle large scale similarity search problem. The name of … More
Large Scale Face Recognition with Spotify Annoy
Face recognition requires to apply face verification tasks many times. Nowadays, we already have state-of-the-art face verification models such as … More