Skills › RAG & Vector Search

RAG Evaluation

Measure and improve RAG quality — faithfulness, relevance, context precision.

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After this skill you can…

  • Run RAGAS evaluation on a RAG pipeline
  • Interpret faithfulness and answer relevance scores
  • A/B test chunking strategies

Prerequisites

Watch (10 videos)

The Unknown Crypto Exchange With Major Market Impact | Hyperliquid
The Information · intermediate
→ Evaluate the impact of a crypto exchange on the market→ Assess systematic risk in the crypto market
Top 3 RAG Evaluation Frameworks: RAGAS, DeepEval, and Opik
Analytics Vidhya · intermediate hands-on
→ Evaluate RAG systems→ Test LLMs→ Automate AI evaluation
How to Evaluate RAG Systems
Analytics Vidhya · beginner hands-on
→ Evaluate RAG Systems→ Assess LLM Response→ Measure Contextual Precision
17. RAG Evaluation Deep Dive: Measuring AI Quality in Production LLM Ops
Analytics Vidhya · intermediate hands-on
→ Evaluate RAG systems→ Measure AI quality in production LLM Ops→ Implement decoupled evaluation systems
Taking RAG Pipeline To Production With Caching And Observability
Krish Naik · intermediate
→ Evaluate RAG pipeline performance→ Optimize caching and observability
7: The Eye and Retina
MIT OpenCourseWare · intermediate
→ Evaluate the performance of rag search models→ Compare different rag search algorithms
How Do You Evaluate RAG Retrieval Quality? #Shorts #LLM #Rag #GfG
GeeksforGeeks · intermediate hands-on
→ Evaluate RAG retrieval quality→ Implement automated evaluation pipelines
Lecture 09: Public Provision of Private Goods: Education
MIT OpenCourseWare · intermediate
→ Evaluate the impact of education on individual outcomes→ Assess the effectiveness of government intervention in education→ Compare the effects of different educational systems
STOP wasting budget on bad leads! 🛑 #LeadFunnel #GoogleTag #ConversionTracking
Google Ads · advanced hands-on
→ Analyze Lead Quality→ Measure ROI→ Optimize Conversion Tracking
RAG Evaluation Metrics Tutorial
Analytics Vidhya · beginner
→ Apply evaluation metrics to RAG systems→ Interpret evaluation results

Read (10 articles)

📄
GenAIOps on AWS: RAG Evaluation & Quality Metrics - Part 2
Dev.to · Shoaibali Mir · 2026-03-18
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Automated (Metric-based) Evaluation
Dev.to · Shiva Charan · 2026-01-26
📄
Building Evaluation Pipelines for GenAI Systems
Dev.to · Shreekansha · 2026-03-10
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How I Approach Evaluation When Building AI Features
Dev.to · Jamie Gray · 2026-03-23
📄
AI’s Biggest Problem Isn’t Intelligence — It’s Evaluation
Dev.to · Praneet Gogoi · 2026-04-06
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My First RAG System Had No Evals. 40% of Answers Were Wrong.
Dev.to · Serhii Panchyshyn · 2026-04-13