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๐Ÿ” Topic 54: Retrieval Augmented Generation (RAG)

Course: NLP Advanced โ€” Section 6: Advanced NLP Topic: 54 of 75 | Prev: 53-Speech-NLP.md | Next:โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ” Topic 54: Retrieval Augmented Generation (RAG) โ€” Quick Facts

๐Ÿ“Œ

Prev: [53-Speech-NLP.md](53-Speech-NLP.md): Next: 55-NLP-Metrics.md

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐ŸŽฏ Overview

๐Ÿ’ก

RAG = Retrieval Augmentedโ€ฆ

๐Ÿ”‘

Problem: LLM hallucinate karteโ€ฆ

โšก

Solution: pehle relevant documentsโ€ฆ

๐ŸŽฏ

Pipeline: Query โ†’ Retrieverโ€ฆ

Topic 2
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ”„ RAG Pipeline Architecture

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”‚ RAG (Retrievalโ€ฆ
Topic 3
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ Complete Python Implementation

๐ŸŽฏ `python ============================================================ RAG (Retrievalโ€ฆ
Topic 4
โœจ

๐Ÿ“Š RAG Patterns Comparison

โญ | Pattern | Retrieval | Re-ranking | Multi-step | Latency | Accuracy |โ€ฆ
Topic 5
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

โ“ Quiz โ€” 5 MCQs

๐Ÿ’ก

A) Model training speed

๐Ÿ”‘

B) LLM hallucination + outdatedโ€ฆ

โšก

C) Image generation

๐ŸŽฏ

D) Code compilation

Topic 6
โœจ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ”— Navigation

โœจ โฌ…๏ธ Previous: 53-Speech-NLP.md | โžก๏ธ Next: 55-NLP-Metrics.md Pro Tip: ๐Ÿ” Production RAGโ€ฆ
Comparison
โœจ

๐Ÿ“Š RAG Patterns Comparison

โš–๏ธ

Naive RAG: Basic vector

โš–๏ธ

Advanced RAG: Hybrid

โš–๏ธ

Modular RAG: Pluggable

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ” Topic 54: Retrieval Augmented Generation (RAG) ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ” Topic 54: Retrieval Augmented Generation (RAG) Complete!

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