週次 |
日期 |
單元主題 |
第2週 |
9/28 |
Course logistics & registration; HW #0 out |
第3週 |
10/05 |
Introduction to Convolutional Neural Networks (I); HW #0 due |
第4週 |
10/12 |
Introduction to Convolutional Neural Networks (II); HW #1 out
Tutorials on Python, Github, etc. (by TAs) |
第5週 |
10/19 |
Object Detection & Segmentation |
第6週 |
10/26 |
Generative Models & Generative Adversarial Networks; HW #1 due |
第7週 |
11/02 |
Transfer Learning for Visual Classification & Synthesis (I); HW #2 out |
第8週 |
11/09 |
Transfer Learning for Visual Classification & Synthesis (II) |
第9週 |
11/16 |
TBD (CVPR week); HW #2 due |
第10週 |
11/23 |
Recurrent Neural Networks & Transformer (I); HW #3 out |
第11週 |
11/30 |
Recurrent Neural Networks & Transformer (II) |
第12週 |
12/07 |
Meta-Learning; HW #3 due; Final Project Announcement |
第13週 |
12/14 |
Few-Shot Learning for Visual Analysis; HW #4 out |
第14週 |
12/21 |
From Zero-Shot Learning to Explainable AI |
第15週 |
12/28 |
Beyond 2D Vision (3D and Depth); HW #4 due |
第16週 |
1/04 |
Vision and Language |
第17週 |
1/11 |
Optional |
第18週 |
1/18 |
Presentation for Final Projects |