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📏 Topic 24: Batch Normalization & Regularization

Course: Computer Vision — Topic 24 of Section 3: Deep Learning for CV Level: ⭐⭐⭐…

Overview

📏 Topic 24: Batch Normalization & Regularization — Quick Facts

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Type: Normalizes Across

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BatchNorm: Batch (per channel)

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LayerNorm: All features (per sample)

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InstanceNorm: Per sample per channel

Topic 1

🎯 Overview

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Batch Normalization = har layer ke…

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Regularization = overfitting se…

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BatchNorm enables faster training…

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Other norms: LayerNorm, GroupNorm,…

Topic 2

📚 Normalization Types

💡 ` ┌──────────────────────────────────────────────────────────────────┐ │ NORMALIZATION…

Topic 3

🐍 BatchNorm & Regularization — Complete Implementation

🎯 `python ============================================================ Batch Normalization…

Topic 4

📊 Normalization Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) Global statistics pre-computed

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B) Current mini-batch ka mean aur…

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C) Random normalized values

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D) Only first batch ke statistics

Topic 6

🔗 Navigation

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Comparison

📊 Normalization Comparison

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BatchNorm: Batch (per channel)

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LayerNorm: All features (per sample)

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InstanceNorm: Per sample per channel

Quick Quiz

Quiz — Question 1

📏 Topic 24: Batch Normalization & Regularization ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

📏 Topic 24: Batch Normalization & Regularization ka 'BatchNorm' kya hai?

Complete! 🎉

📏 Topic 24: Batch Normalization & Regularization Complete!

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