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Categories

All Categories113
Curated Resource Lis...7
Vector Database Engi...45
Research Papers & Su...10
Concepts & Definitio...10
Benchmarks & Evaluat...8
Data Integration & M...7
SDKs & Libraries26

Annoy

SDKs & Librariesopen-sourceANN

An open-source library for approximate nearest neighbor search in high-dimensional spaces, often used as a backend for vector databases and search engines.

#open-source
#ANN
#high-dimensional
#vector search

Cottontail DB

Vector Database Enginesopen-sourcevector databases

Cottontail DB is an open-source vector database for storing and searching high-dimensional data, with features geared towards research and production environments.

#open-source
#vector databases
#high-dimensional
#vector search

K-means Tree

Concepts & Definitionsclusteringdata structure

K-means Tree is a clustering-based data structure that organizes high-dimensional vectors for fast similarity search and retrieval. It is used as an indexing method in some vector databases to optimize performance for vector search operations.

#clustering
#data structure
#similarity search
#high-dimensional

Li, Wen, et al. "Approximate nearest neighbor search on high dimensional data—experiments, analyses, and improvement."

Research Papers & SurveysANNhigh-dimensional

An influential paper analyzing and improving approximate nearest neighbor search methods for high-dimensional data, highly relevant for developing and understanding vector databases.

#ANN
#high-dimensional
#vector search
#research

Locality-Sensitive Hashing

Concepts & DefinitionsANNsimilarity search

Locality-Sensitive Hashing (LSH) is an algorithmic technique for approximate nearest neighbor search in high-dimensional vector spaces, commonly used in vector databases to speed up similarity search while reducing memory footprint.

#ANN
#similarity search
#high-dimensional
#optimization

NMSLIB

SDKs & Librariesopen-sourceANN

NMSLIB is an efficient similarity search library and toolkit for high-dimensional vector spaces, supporting a variety of indexing algorithms for vector database use cases.

#open-source
#ANN
#similarity search
#high-dimensional

VDBMS Architecture Overview

Research Papers & Surveysresearcharchitecture

An overview of the architectural components common to Vector Database Management Systems (VDBMS), which are designed to efficiently store, index, and query high-dimensional vector embeddings. This provides foundational knowledge for anyone interested in the internal workings of vector databases.

#research
#architecture
#vector databases
#high-dimensional

Vexvault

Vector Database Enginesopen-sourcevector databases

Vexvault is an open-source vector database designed for efficient storage, management, and similarity search of high-dimensional vector data.

#open-source
#vector databases
#similarity search
#high-dimensional

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