aaa
- Vector Databases: A Beginner’s Guide!
(link)
- Vector database, a gentle introduction (+ hands-on)
(link)
- Vector Databases - a list…
(link)
- Vector Databases (are All The Rage)
(link)
- The Ultimate Guide to Vector Database Landscape — 2024 and Beyond
(link)
- Vector databases (1): What makes each one different?
(link)
- Vector databases (2): Understanding their internals
(link)
- Vector Data Store Evaluation Criteria
(link)
- Optimize Vector Databases, Enhance RAG-Driven Generative AI
(link)
- zilliz Learning Series
(link)
- Vector search - fzliu git
(link)
- Experimenting with Vector Databases: Chromadb, Pinecone, Weaviate and Pgvector
(link)
- Which Vector Database Should You Use?
(link)
chroma
Faiss
- Faiss: A library for efficient similarity search
(link)
- Faiss Wiki
(link)
- Faiss: The Missing Manual
(link)
google
- Google’s New Algorithms Just Made Searching Vector Databases Faster Than Ever
(link)
- SOAR: New algorithms for even faster vector search with ScaNN
(link)
Indexes
- Product Quantization - Pinecone
(link)
- Product Quantization in Postgres
(link)
- Similarity Search - Efimov
(link)
- Vector Indexing: Roadmaps to Search
(link)
- Vector databases (3): Not all indexes are created equal
(link)
- Nearest Neighbor Indexes: What Are ivfflat Indexes in pgvector and How Do They Work
(link)
- Choosing the Right Vector Index For Your Project
(link)
- Scalar Quantization and Product Quantization
(link)
- Approximate Nearest Neighbor (ANN) Indexes
(link)
- Vamana vs. HNSW - Exploring ANN algorithms Part 1
(link)
- HNSW+PQ - Exploring ANN algorithms Part 2.1
(link)
- Understand Indexes in pgvector
(link)
- Understanding Hierarchical Navigable Small Worlds (HNSW)
(link)
lancdb
milvus
pgvector
- pgvector
(link)
- PostgreSQL as a Vector Database: Getting Started and Scaling
(link)
- The 150x pgvector speedup: a year-in-review
(link)
- What’s new in pgvector v0.7.0
(link)
- Distributed queries for pgvector
(link)
- Speed up PostgreSQL pgvector queries with indexes
(link)
- PostgreSQL as a Vector Database: Create, Store, and Query OpenAI Embeddings With pgvector
(link)
- Unleashing the power of vector embeddings with PostgreSQL
(link)
- Why we replaced Pinecone with PGVector
(link)
pg_vectorize
pinecone
qdrant
weaviate