Model Compression and Acceleration - 108 Academic Year

本課程是由 國立陽明交通大學電機工程學系 提供。

Textbook:

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Instructor(s) College of Electrical and Computer Engineering Prof. Tian-Sheuan Chang
Course Credits 0 Credits
Academic Year 108 Academic Year
Level 
Prior Knowledge 
Related Resources Course Video   Course Syllabus   Course Handout  

WeekCourse ContentCourse VideoCourse Download
Introduction (1/9)Watch OnlineMP4 Download
Pruning (2/9)Watch OnlineMP4 Download
Pruning and Architecture Search (3/9)Watch OnlineMP4 Download
Weight Quantization (4/9)Watch OnlineMP4 Download
Binarization (5/9)Watch OnlineMP4 Download
Low Rank Approximation (6/9)Watch OnlineMP4 Download
Winograd Transformation (7/9)Watch OnlineMP4 Download
Low Complexity Model From Scratch (8/9)Watch OnlineMP4 Download
Dynamic Execution (9/9)Watch OnlineMP4 Download

課程章節

章節 參考課程進度
深度學習的模型壓縮與加速 (Model Compression and Acceleration)Introduction (1/9)
Pruning (2/9)
Pruning and Architecture Search (3/9)
Weight Quantization (4/9)
Binarization (5/9)
Low Rank Approximation (6/9)
Winograd Transformation (7/9)
Low Complexity Model From Scratch (8/9)
Dynamic Execution (9/9)

 

課程講義

章節下載
深度學習的模型壓縮與加速 (Model Compression and Acceleration)PDF