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๐Ÿ“ Topic 31: RAG Evaluation โ€” Measuring RAG Quality

Course: LLM Engineering โ€” Pair 31/80 Section: 4 โ€” RAG Systems Level: โญโญโญโญ Advanced Prev:โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ“ Topic 31: RAG Evaluation โ€” Measuring RAG Quality โ€” Quick Facts

๐Ÿ“Œ

Context Relevancy: Answer Relevancy โ”‚ โ”‚

๐ŸŽฏ

โ”‚ โ”‚: Context Recall โ”‚ โ”‚

Topic 1
๐Ÿ“š

๐ŸŽฏ Is Topic Me Kya Seekhoge?

๐Ÿ“š ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โœ… RAG evaluationโ€ฆ
Topic 2
๐Ÿ’ก ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“š 1. RAG Evaluation Overview

๐Ÿ’ก ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ RAG EVALUATIONโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ“Š 2. Metrics Deep Dive

๐ŸŽฏ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ Metric โ”‚โ€ฆ
Topic 4
โœจ

๐Ÿ’ป 3. Complete Python Implementation

๐Ÿ’ก

Retrieval metrics (Recall,โ€ฆ

๐Ÿ”‘

Generation metrics (Faithfulness,โ€ฆ

โšก

End-to-end scoring with costโ€ฆ

๐ŸŽฏ

Per-sample breakdowns

Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š 4. RAGAS Framework ka Breakdown

๐Ÿ”‘ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ RAGAS 4 PILLARSโ€ฆ
Topic 6
โœจ

๐Ÿง  5. Quiz Time!

๐Ÿ’ก

A) Total documents retrieved

๐Ÿ”‘

B) First relevant document ki rankโ€ฆ

โšก

C) Average document length

๐ŸŽฏ

D) Number of queries

Topic 7
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ”— Navigation

๐ŸŒŸ โฌ…๏ธ Previous: 30-RAG-Pipeline.md โžก๏ธ Next: 32-Advanced-RAG.md ๐Ÿ“ Jo measure kar sakoge, wohiโ€ฆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ“ Topic 31: RAG Evaluation โ€” Measuring RAG Quality ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ“ Topic 31: RAG Evaluation โ€” Measuring RAG Quality Complete!

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