EfficientML.ai Lec 3 - Pruning and Sparsity (Part I) MIT 6.5940, Fall 2023, Zoom
本文是EfficientML.ai Fall 2023课程作业1练习答案,在本次练习里将会对经典的分类神经网络进行剪枝处理,减少模型大小和延迟。The goals of this assignment are as follows:
- Understand the basic concept of pruning
- Implement and apply fine-grained pruning
- Implement and apply channel pruning
- Get a basic understanding of performance improvement (such as speedup) from pruning
- Understand the differences and tradeoffs between these pruning approaches