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 |
Week | Course Content | Course Video | Course Download |
---|---|---|---|
Introduction (1/9) | Watch Online | MP4 Download | |
Pruning (2/9) | Watch Online | MP4 Download | |
Pruning and Architecture Search (3/9) | Watch Online | MP4 Download | |
Weight Quantization (4/9) | Watch Online | MP4 Download | |
Binarization (5/9) | Watch Online | MP4 Download | |
Low Rank Approximation (6/9) | Watch Online | MP4 Download | |
Winograd Transformation (7/9) | Watch Online | MP4 Download | |
Low Complexity Model From Scratch (8/9) | Watch Online | MP4 Download | |
Dynamic Execution (9/9) | Watch Online | MP4 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) |