Lecture | Description | Course Materials | Recodings |
---|---|---|---|
Introduction |
[slide] |
Jan 12, 2020
Jan 13, 2020
Jan 19, 2020
|
|
1 | Machine Learning Basics | [slide] |
Jan 20, 2020
|
2 | Multi-Layer Perceptron |
[slide] (updated on Feb 12) |
Jan 26, 2020
Jan 27, 2020
|
3 | Convolutional Neural Networks |
[slide] (updated on Feb 15) |
Feb 2, 2020
Feb 3, 2020
Feb 4, 2020
Feb 9, 2020
|
4 | Network Architectures for Image Understanding | [slide] |
Feb 10, 2020
Feb 23, 2020
|
5 | Optimization of Deep Neural Networks | [slide] (updated on Mar 19) |
Wednesday, Feb 24
Tuesday, Mar 2
Wednesday, Mar 3
Wednesday, Mar 9
|
6 | Recurrent Neural Network | [slide] |
Wednesday, Mar 10
Tuesday, Mar 16
Wednesday, Mar 17
|
7 | Attention and Transformer | [slide] (updated on Apr 1) |
Tuesday, Mar 23
Wednesday, Mar 24
|
8 | Semantic Segmentation | [slide] (updated on Mar 30) |
Tuesday, Mar 30
Wednesday, Mar 31
|
9 | Object Detection | [slide] (updated on Apr 1) |
Wednesday, Apr 7
Tuesday, Apr 13
Wednesday, Apr 14
|
10 | Introduction to MMLab | [slide] (updated on Apr 1) |
Wednesday, Apr 12
|