CO673/CS794 - Lectures (tentative)

2020 Fall
Date Topic Slides Notes Videos Comments Applications
00 Sep 08, 2020 Introduction pptx, pdfmp4 optional reading perceptron
01 Sep 10, 2020 Basics pdf pdf mp4
02 Sep 15, 2020 Gradient Descent bb pdf mp4 hw1 [pdf, tex] linear regression
03 Sep 17, 2020 Projected Gradient pdf mp4 white-box attack
04 Sep 22, 2020 Proximal Gradient pdf mp4 lasso
05 Sep 24, 2020 Conditional Gradient pdf mp4 recommendation system
06 Sep 29, 2020 Subgradient pdf mp4 hw2 [pdf, tex] svm
07 Oct 01, 2020 Mirror Descent pdf mp4 online prediction
08 Oct 06, 2020 Metric Gradient pdf mp4 distributed learning
09 Oct 08, 2020 Lower Bound I pdf mp4
Oct 13, 2020 hw3 [pdf, tex] reading week
Oct 15, 2020 reading week
10 Oct 20, 2020 Acceleration pdf mp4 total variation denoising
11 Oct 22, 2020 Smoothing pdf mp4 robust lasso
12 Oct 27, 2020 Fejer Algorithm pdf mp4 hw4 [pdf, tex] optimal transport
13 Oct 29, 2020 Alternating pdf mp4 convex estimation
14 Nov 03, 2020 Proximal Average pdf mp4 federated learning
15 Nov 05, 2020 Minimax pdf mp4 adversarial training
16 Nov 10, 2020 Averaging pdf mp4 hw5 [pdf, tex] GANs
17 Nov 12, 2020 Extragradient pdf mp4 max entropy
18 Nov 17, 2020 Stochastic Gradient pdf mp4 privacy
19 Nov 19, 2020 Variance Reduction pdf mp4 boosting
20 Nov 24, 2020 Gradient-free pdf mp4 hw6 [pdf, tex] black-box attack
21 Nov 26, 2020 Riemannian Gradient hyperbolic embedding
22 Dec 01, 2020 Lower Bound II
23 Dec 03, 2020 Lower Bound III