Vector Databases

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)

chroma

Faiss

  • Faiss: A library for efficient similarity search (link)
  • Faiss Wiki (link)
  • Faiss: The Missing Manual (link)

Indexes

  • 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)

pg_vectorize

pinecone

  • home (link)
  • doc (link)
  • learn (link)
  • blog (link)
  • kein direkter docker link
  • How to Chat With Your Data Using OpenAI, Pinecone, Airbyte and Langchain: A Guide (link)

qdrant

weaviate

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