LABINTERMEDIATE
RAG Evaluation and Testing
Implement automated RAG evaluation with retrieval quality tests, answer relevance scoring, and regression test suites.
45 minutes
ai-infrastructure/rag
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.
Prerequisites
rag-api-service
Technologies Covered
ragevaluationtestingmetricsci-cd
Part of a Course
This lab is part of the RAG Architectures and Vector Databases course
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Everything Included in Your Subscription
Content & Learning
- Access to all courses and bootcamps
- Video lessons with closed captions
- Interactive quizzes and assessments
- Course completion certificates
Hands-On Labs
- Browser-based cloud labs
- Pre-configured VMs ready to use
- Playgrounds for experiments
- Multi-VM realistic scenarios
AWS Integration
- Managed AWS Account included
- Pre-configured environments
- Real-world cloud scenarios
Support & Community
- Priority support
- Active community forum
No Setup Required
- Everything runs in your browser
- No software installation needed
- Automatic environment provisioning
- Works on any device
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