Prompt Compression and Query Optimization

This course focuses on integrating traditional database features with vector search capabilities to optimize the performance and cost-efficiency of large-scale Retrieval Augmented Generation (RAG) applications. You’ll learn how to apply these key techniques: 1. Prefiltering and Postfiltering: These are techniques to filter results based on specific conditions. Prefiltering is done at the database index creation stage, while postfiltering is applied after the vector search is performed. 2. Projection: This technique involves selecting a subset of the fields returned from a query to minimize…