CS480/680 - Lectures (tentative)
2024 Spring
Always remember to refresh.
| Date | Topic | Slides | Notes | Supplementary | Assignments |
| 00 | May 06, 2024 | Introduction | pdf | | opt, stat | |
| 01 | May 08, 2024 | Perceptron | pdf | pdf | winnow | |
| 02 | May 13, 2024 | Linear Regression | pdf | pdf | | pdf, tex (AM) |
| 03 | May 15, 2024 | Logistic Regression | pdf | pdf | | |
| 04 | May 21, 2024 | Hard-margin SVM | | | | |
| 05 | May 22, 2024 | Soft-margin SVM | | | | |
| 06 | May 27, 2024 | Reproducing Kernels | | | | |
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07 | May 29, 2024 | Fully Connected NNs | | | | pdf, tex (SS) |
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08 | Jun 03, 2024 | Convolutional NNs | | | | |
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09 | Jun 05, 2024 | Graph NNs | | | | |
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10 | Jun 10, 2024 | Attention | | | | |
| 11 | Jun 12, 2024 | State-space | | | | |
| 12 | Jun 17, 2024 | Decision Trees | | | | pdf, tex (HL) |
| 13 | Jun 19, 2024 | Boosting | | | | |
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14 | Jun 24, 2024 | GANs | | | | |
| 15 | Jun 26, 2024 | Flows | | | | |
| 16 | Jul 03, 2024 | VAEs | | | | |
| 17 | Jul 08, 2024 | Optimal Transport | | | | pdf, tex (YL) |
| 18 | Jul 10, 2024 | Hidden Markov Models | | | | |
| 19 | Jul 15, 2024 | Calibration | | | | |
| 20 | Jul 17, 2024 | Fairness | | | | |
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21 | Jul 22, 2024 | Robustness | | | | |
| 22 | Jul 24, 2024 | Contrastive Learning | | | | |
| 23 | Jul 29, 2024 | Diffusion | | | |
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