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📚 Topic 25: RAG Introduction — Retrieval-Augmented Generation

Course: LLM Engineering — Pair 25/80 Section: 4 — RAG Systems Level: ⭐⭐⭐ Intermediate Prev:…

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🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌─────────────────────────────────────────────────────────────────┐ │ ✅ RAG kya hai —…
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📚 1. RAG Kya Hai?

💡 🎯 The Problem: LLM Ki Limitations ` LLM Alone:…
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📚 2. RAG Architecture

🎯 🏗️ Complete Pipeline ` Phase 1: INDEXING (Offline — one time)…
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📚 3. Key RAG Components

⭐ ` ┌────────────────────────────────────────────────────────────────┐ │ Component │…
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📥 📥 🧠 🔬 💡 🎯

💻 4. Complete Python Implementation

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Document loading & chunking

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Vector embedding (simulated)

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Vector storage & search

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Multiple retrieval strategies

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📊 5. RAG Use Cases

✨ ` ┌────────────────────────────────────────────────────────────────┐ │ Use Case │…
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📥 ⚙️ 🔬 💡

🧠 6. Quiz Time!

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A) Random

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B) Retrieval ✅

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C) Recursive

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D) Reinforcement

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🚀 ⬅️ Previous: 24-Prompt-Optimization.md ➡️ Next: 26-Vector-Databases.md 📚 RAG = LLM ko…
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📚 Topic 25: RAG Introduction — Retrieval-Augmented Generation ka sabse sahi definition kya hai?

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