RAG Evaluation and Testing
Implement automated RAG evaluation with retrieval quality tests, answer relevance scoring, and regression test suites.
Lab Overview
This hands-on lab teaches you to evaluate and test RAG systems.
You'll learn to:
- Create evaluation datasets with ground truth
- Implement retrieval quality metrics (Precision, Recall, MRR)
- Build automated evaluation pipelines
- Create regression tests for CI/CD integration
This lab ensures your RAG system maintains quality over time.
What You'll Learn
Create evaluation datasets with ground truth test cases
Implement retrieval quality metrics (Precision, Recall, MRR)
Build automated evaluation pipelines for RAG systems
Create regression tests for CI/CD integration
Prerequisites
rag-api-service
Technologies Covered
Part of a Course
This lab is part of the RAG Architectures and Vector Databases course
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