Vector Database

Summary / BLUF

A vector database is a specialized storage system that indexes and searches data as high-dimensional vectors, enabling fast similarity searches across unstructured data like text, images, and audio.

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How it works & Why it matters

Standard SQL databases struggle with the nuances of language. Vector databases (like Pinecone, Weaviate, or Milvus) store the 'meaning' of data rather than just the characters. This allows an AI to find information based on semantic relevance—meaning it can find the 'answer' even if the user used different keywords than the source text. It is the core engine of modern RAG systems.

#Data#LLM#Infrastructure

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Citation Link

https://www.pxlpeak.com/glossary/vector-database