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⚡ Topic 19: GRU — Gated Recurrent Unit

Course: NLP Advanced — Section 3: Sequence Models Topic: 19 of 75 | Prev: 18-LSTM.md | Next:…

Overview

⚡ Topic 19: GRU — Gated Recurrent Unit — Quick Facts

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Prev: [18-LSTM.md](18-LSTM.md): Next: 20-Bidirectional-RNN.md

Topic 1

🎯 Overview

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GRU = LSTM ka simplified version —…

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Reset Gate + Update Gate — no…

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Fewer parameters → faster training…

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Key difference: LSTM me cell state…

Topic 2

🏗️ GRU Architecture

💡 ` ┌──────────────────────────────────────────────────────────┐ │ GRU Cell Architecture │…

Topic 3

🐍 Complete Python Implementation (from scratch)

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GRU ka update gate = LSTM ka…

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GRU simpler hai lekin…

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LSTM me forget aur input…

Topic 4

📊 GRU vs LSTM One-Line Summary

⭐ | Feature | LSTM | GRU | |---------|------|-----| | Gates | 3 (forget, input, output) | 2…

Topic 5

❓ Quiz — 5 MCQs

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A) 1

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B) 2 — Update Gate + Reset Gate ✅

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C) 3

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D) 4

Topic 6

🔗 Navigation

✨ ⬅️ Previous: 18-LSTM.md | ➡️ Next: 20-Bidirectional-RNN.md Pro Tip: ⚡ GRU vs LSTM ka…

Comparison

📊 GRU vs LSTM One-Line Summary

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Gates: 3 (forget, input, output)

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States: h + C

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Params: 4x base

Quick Quiz

Quiz — Question 1

⚡ Topic 19: GRU — Gated Recurrent Unit ka sabse sahi definition kya hai?

Complete! 🎉

⚡ Topic 19: GRU — Gated Recurrent Unit Complete!

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