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🎨 Topic 22: Data Augmentation — Boost Training Data Artificially

Course: Computer Vision — Topic 22 of Section 3: Deep Learning for CV Level: ⭐⭐ Intermediate Prev:…

Overview

🎨 Topic 22: Data Augmentation — Boost Training Data Artificially — Quick Facts

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Dataset Size: Augmentation Level

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Small (<500): 💪 Aggressive

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Medium (500-5K): 🔧 Standard

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Large (5K+): ⚡ Light

Topic 1

🎯 Overview

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Data Augmentation = existing…

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Purpose: overfitting reduce,…

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Types: Geometric…

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Libraries: torchvision.transforms,…

Topic 2

📚 Augmentation Pipeline

🧠 ` ┌──────────────────────────────────────────────────────────────────┐ │ DATA…

Topic 3

🐍 Data Augmentation — Complete Implementation

💡 `python ============================================================ Data Augmentation —…

Topic 4

📊 Augmentation Recommendations

⚡ | Dataset Size | Augmentation Level | Techniques |…

Topic 5

❓ Quiz — 5 MCQs

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A) Training speed badhana

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B) Overfitting reduce karna by…

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C) Model size chota karna

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D) Test set improve karna

Topic 6

🔗 Navigation

🔮 ⬅️ Previous: 21-Transfer-Learning.md | ➡️ Next: 23-Training-Optimization.md Pro Tip: 🎨…

Quick Quiz

Quiz — Question 1

🎨 Topic 22: Data Augmentation — Boost Training Data Artificially ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🎨 Topic 22: Data Augmentation — Boost Training Data Artificially ka 'Small (<500)' kya hai?

Complete! 🎉

🎨 Topic 22: Data Augmentation — Boost Training Data Artificially Complete!

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