CS480/680 - Lectures (tentative)

2021 Fall

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Date Topic Slides Notes Videos Assignments
00 Sep 09, 2021 Introduction intro, opt, stat opt, stat intro, opt, stat
01 Sep 14, 2021 Perceptron pdf pdf mp4 pdf, tex (I)
02 Sep 16, 2021 Linear Regression pdf pdf mp4
03 Sep 21, 2021 Logistic Regression pdf pdf mp4
04 Sep 23, 2021 Hard-margin SVM pdf pdf mp4
05 Sep 28, 2021 Soft-margin SVM pdf mp4
06 Sep 30, 2021 Reproducing Kernels pdf mp4 pdf, tex (T)
07 Oct 05, 2021 Fully Connected NNs A, B pdf A, B
08 Oct 07, 2021 Convolutional NNs pdf mp4
Oct 12, 2021 reading week
Oct 14, 2021 reading week
09 Oct 19, 2021 Recurrent NNs pdf mp4 pdf, tex (P)
10 Oct 21, 2021 Graph NNs pdf pdf mp4
11 Oct 26, 2021 K Nearest Neighbors pdf pdf mp4
12 Oct 28, 2021 Boosting pdf pdf mp4
13 Nov 02, 2021 Mixture Models pdf pdf mp4
14 Nov 04, 2021 GANs pdf pdf mp4 pdf, tex (J)
15 Nov 09, 2021 Flows pdf mp4
16 Nov 11, 2021 Attention pdf pdf mp4
17 Nov 16, 2021 Optimal Transport pdf mp4
18 Nov 18, 2021 Contrastive Estimation pdf mp4
19 Nov 23, 2021 Robustness pdf mp4 pdf, tex (H)
20 Nov 25, 2021 Privacy pdf mp4
21 Nov 30, 2021 Abstention pdf mp4
22 Dec 02, 2021 Causality pdf mp4
23 Dec 07, 2021 Explainability pdf mp4