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DeepLearning.AI

Richmond Alake

In this course, you will learn how to use pre-filtering, post-filtering, and projection techniques to optimize query processing and output. You will also explore prompt compression techniques to handle long and expensive prompts in large-scale applications. Additionally, you will learn to combine vector search capabilities with traditional database operations to build efficient and cost-effective RAG applications. This course is ideal for Python developers, database enthusiasts, and AI practitioners looking to enhance their skills in these areas.

Prompt Compression and Query Optimization

Learn how to use pre-filtering techniques to optimize query processing.

Pre-filtering Techniques

Explore post-filtering techniques for enhanced query output.

Post-filtering Techniques

Understand projection techniques to improve query efficiency.

Projection Techniques

Discover methods to reduce the length of prompts in large-scale applications.

Prompt Compression

Combine vector search capabilities with traditional database operations.

Vector Search Capabilities

Learn to build efficient and cost-effective RAG applications.

Building RAG Applications

Learn how to use pre-filtering, post-filtering, and projection techniques for faster query processing and optimized query output. This course will teach you prompt compression techniques to reduce the length of prompts in large-scale applications, combining vector search capabilities with traditional database operations.

Individuals who are familiar with Python and want to enhance their skills in query optimization and prompt compression.

Python Developers

People with a basic understanding of databases looking to learn advanced techniques for faster query processing.

Database Enthusiasts

Professionals interested in combining vector search capabilities with traditional database operations to build efficient RAG applications.

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Prompt Compression and Query Optimization

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