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Indexing, Optimization and Scaling pgvector

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Overview

Learn how to scale and optimize pgvector queries using indexing, tuning search parameters, monitoring database performance, and running queries using these indexes.

Syllabus

  • Unit 1: Understanding and Managing Indexes in pgvector
    • Finding Vector Indexes in Products
  • Unit 2: Inspecting Table and Indexes in pgvector
    • Checking Table Size in PostgreSQL
    • Exploring Index Details in PostgreSQL
    • Index Usage Insights for Products Table
  • Unit 3: Tuning and Running Queries with Approximate Indexes in pgvector
    • Tuning IVFFlat Index Probes
    • Tuning HNSW Index for Vector Search
    • Comparing IVFFlat and HNSW Queries

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