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11.12 Model Pruning and Sparsity
Last Updated: March 12, 2026
Ashish Pratap Singh
17 min read
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11.12 Model Pruning and Sparsity
The Problem
Structured vs Unstructured Pruning
Magnitude Pruning
Movement Pruning
The Lottery Ticket Hypothesis
Sparse Inference
Pruning in Practice: The Complete Pipeline
Comparison with Quantization and Distillation
Current Limitations
Exercise
Summary
References
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