CO673/CS794 - Lectures (tentative)
2022 Fall
Always remember to refresh.
| Date | Topic | Slides | Notes | Comments | Applications |
| 00 | Sep 09, 2022 | Introduction | pdf | pdf | pdf-o | perceptron |
| 01 | Sep 09, 2022 | Linear System | pdf | pdf | pdf-o | linear regression |
| 02 | Sep 16, 2022 | Gradient Descent | pdf | pdf | pdf-o | logistic regression |
| 03 | Sep 16, 2022 | Projection | pdf | pdf | pdf-o | white-box attack |
| 04 | Sep 23, 2022 | Proximal Gradient | pdf | pdf | pdf-o | lasso |
| 05 | Sep 23, 2022 | Subgradient | pdf | pdf | pdf-o | svm |
| 06 | Sep 30, 2022 | Conditional Gradient | pdf | pdf | pdf-o | recommendation |
| 07 | Sep 30, 2022 | Fictitious Play | | | | poker |
| 08 | Oct 07, 2022 | Mirror Descent | pdf | pdf | pdf-o | sparsity |
| 09 | Oct 07, 2022 | Metric Gradient | pdf | pdf | pdf-o | compression |
| Oct 14, 2022 | | | | | reading week |
| Oct 14, 2022 | | | | | reading week |
| 10 | Oct 21, 2022 | Acceleration | pdf | pdf | pdf-o | total variation |
| 11 | Oct 21, 2022 | Smoothing | pdf | pdf | pdf-o | robustness |
| 12 | Oct 28, 2022 | Minimax | pdf | pdf | pdf-o | adversarial training |
| 13 | Oct 28, 2022 | | | | | covariance estimation |
| 14 | Nov 04, 2022 | Alternating | pdf | pdf | pdf-o | expectation-maximization |
| 15 | Nov 04, 2022 | POCS | pdf | pdf | pdf-o | GAN |
| 16 | Nov 11, 2022 | Extragradient | | pdf | | max entropy |
| 17 | Nov 11, 2022 | Splitting | pdf | pdf | reflector | federated learning |
| 18 | Nov 18, 2022 | Stochastic Gradient | pdf | pdf | | neural nets |
| 19 | Nov 18, 2022 | Variance Reduction | pdf | pdf | hw5 | boosting |
| 20 | Nov 25, 2022 | Randomized Smoothing | pdf | pdf | | certification |
| 21 | Nov 25, 2022 | Search | | | | black-box attack |
| 22 | Dec 02, 2022 | Newton | pdf | pdf | | data poisoning |
| 23 | Dec 02, 2022 | Quasi-Newton | pdf | pdf | | page rank
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