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🔀 Topic 10: Multi-Head Attention — Multiple Perspectives

Course: LLM Engineering — Hinglish Section: 2 — Transformer Deep Dive Level: Intermediate Style:…

Overview

🔀 Topic 10: Multi-Head Attention — Multiple Perspectives — Quick Facts

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⬅️ Previous: 📚 Index

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[09-Attention-Mechanism.md](09-Attention-Mechanism.md): 00-Index.md

Topic 1

📌 Objectives

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Single-head vs Multi-head…

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Multiple heads kyun zaroori hain —…

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GQA (Grouped-Query Attention) aur…

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Complete multi-head attention…

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🧠 1. Multi-Head Ka Intuition

💡 ` ┌──────────────────────────────────────────────────────────┐ │ WHY MULTIPLE HEADS? │ │…

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📐 2. Architecture Deep Dive

🎯 ` ┌──────────────────────────────────────────────────────────┐ │ MULTI-HEAD ATTENTION…

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🔄 3. Attention Variants: MHA vs MQA vs GQA

⭐ ` ┌──────────────────────────────────────────────────────────┐ │ MHA vs MQA vs GQA…

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🏗️ 4. Real LLM Configurations

🔑 ` ┌──────────────────────────────────────────────────────────┐ │ REAL MODEL ATTENTION…

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📊 5. What Different Heads Learn

✨ ` ┌──────────────────────────────────────────────────────────┐ │ WHAT DIFFERENT HEADS…

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💻 6. Python Code — Complete Multi-Head Attention

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Position heads (attend to fixed…

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Local heads (attend to nearby…

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Global heads (attend broadly)

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📝 7. Key Takeaways

🚀 ` ┌──────────────────────────────────────────────────────────┐ │ MULTI-HEAD ATTENTION —…

Topic 9

❓ 8. Quiz — 5 MCQs

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a) 512

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b) 8

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c) 64 ✅

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d) 4096

Topic 10

🔗 Navigation

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Quick Quiz

Quiz — Question 1

🔀 Topic 10: Multi-Head Attention — Multiple Perspectives ka sabse sahi definition kya hai?

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🔀 Topic 10: Multi-Head Attention — Multiple Perspectives Complete!

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