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Skill Topic ยท Cinematic
๐ฆ Model Compression โ Pruning, Distillation, Efficiency
Deep Learning Series #68 โ Bade models ko chhota banao โ pruning, knowledge distillation,โฆ
Overview
๐ฆ Model Compression โ Pruning, Distillation, Efficiency โ Quick Facts
๐
Method: Size Reduction
๐ฏ
Unstructured Pruning: 50-90%
โก
Structured Pruning: 30-70%
๐
Knowledge Distillation: 50-90%
Topic 1
๐ก Model Compression Overview
๐` โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ MODEL COMPRESSIONโฆ
Topic 2
๐ Compression Methods Comparison
๐ก| Method | Size Reduction | Speed Gain | Accuracy Drop | Complexity |โฆ
Topic 3
๐ป Model Compression Engine
๐ฏ`python ============================================ Model Compression Engineโฆ
Topic 4
โ Quiz
๐ก
a) Same hai
๐
b) Unstructured individual weightsโฆ
โก
c) Unstructured better hai hamesha
๐ฏ
a) Learning rate hai
Comparison
๐ Compression Methods Comparison
โ๏ธ
Unstructured Pruning: 50-90%
โ๏ธ
Structured Pruning: 30-70%
โ๏ธ
Knowledge Distillation: 50-90%
Quick Quiz
Quiz โ Question 1
๐ฆ Model Compression โ Pruning, Distillation, Efficiency ka sabse sahi definition kya hai?
Quick Quiz
Quiz โ Question 2
๐ฆ Model Compression โ Pruning, Distillation, Efficiency ka 'Unstructured Pruning' kya hai?
Complete! ๐
๐ฆ Model Compression โ Pruning, Distillation, Efficiency Complete!
Aliens School ยท HIEN ยท Cinematic Knowledge
โ
๐ฆ Model Compression โ Pruning, Distillation, Efficiency Complete