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Vector Database and Scalar Database

  • Vector databases store vectors, which are represented as arrays of values in n-dimensional space.
  • Key operations in vector databases include nearest neighbor search and vector indexing using techniques like Product Quantization (PQ).
  • Scalar databases store individual scalar values and are designed to manage structured data in tables with rows and columns.
  • Vector databases excel at finding similar vectors based on distance calculations using metrics like cosine similarity.

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