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  • 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