週次 |
日期 |
單元主題 |
第1週 |
9/15 |
Course Logistics |
第2週 |
9/22 |
Machine Learning 101 |
第3週 |
9/29 |
Convolutional Neural Network (I) |
第4週 |
10/06 |
Convolutional Neural Network (II):
Visualization & Extensions |
第5週 |
10/13 |
Tutorial (Python, Github, etc.) |
第6週 |
10/20 |
Object Detection & Segmentation |
第7週 |
10/27 |
Generative Models & Generative Adversarial Network |
第8週 |
11/03 |
Transfer Learning for Visual Classification & Synthesis (I) |
第9週 |
11/10 |
Transfer Learning for Visual Classification & Synthesis (II)
Representation Disentanglement |
第10週 |
11/17 |
CVPR week |
第11週 |
11/24 |
Recurrent Neural Networks & Transformer (I) |
第12週 |
12/01 |
Recurrent Neural Networks & Transformer (II) |
第13週 |
12/08 |
Meta-Learning for Few-Shot and Zero-Shot Classification |
第14週 |
12/15 |
Domain Generalization |
第15週 |
12/22 |
Beyond 2D vision (3D and Depth) |
第16週 |
12/29 |
Image Inpainting and Outpainting |
第17週 |
1/05 |
Guest Lecture |