In the world of database management, there are often debates about the right tools for specific tasks. In a recent … More
Tag: nearest neighbor
Billion-scale Fast Vector Similarity Search with Spotify Voyager
In the ever-evolving landscape of music streaming and recommendation systems, Spotify has long been at the forefront, leveraging cutting-edge technologies … More
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
Redis As A Vector Database: Fast Vector Similarity Search with RediSearch
In today’s data-driven world, the ability to efficiently search and analyze vast amounts of information is crucial for many applications. … More
Vector Similarity Search in PostgreSQL
Whether it’s for facial recognition, content-based image retrieval, or recommendation systems, the ability to search for similar vectors quickly and … More
Large Scale Face Recognition with Pinecone Vector Database
A production-driven facial recognition pipeline comes with the common concerns about how to store the vector embeddings. Because vectors are … More
Deep Face Recognition with Redis
Key value databases come with a high speed and performance where we mostly cannot reach in relational databases. Herein similar … More