CS480/680 - Lectures (tentative)
2025 Winter
Always remember to refresh.
| Date | Topic | Slides | Notes | Supplementary | Assignments |
| 00 | Jan 07, 2025 | Introduction | pdf | | opt, stat | |
| 01 | Jan 09, 2025 | Perceptron | pdf | pdf | winnow | |
| 02 | Jan 14, 2025 | Linear Regression | pdf | pdf | | pdf, tex () |
| 03 | Jan 16, 2025 | Logistic Regression | pdf | pdf | | |
| 04 | Jan 21, 2025 | Hard-margin SVM | pdf | pdf | | |
| 05 | Jan 23, 2025 | Soft-margin SVM | pdf | | | |
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06 | Jan 28, 2025 | Reproducing Kernels | pdf | | | |
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07 | Jan 30, 2025 | Fully Connected NNs | pdf | pdf | | pdf, tex () |
| 08 | Feb 04, 2025 | Convolutional NNs | pdf | | | |
| 09 | Feb 06, 2025 | Graph NNs | pdf | pdf | | |
| 10 | Feb 11, 2025 | | | | | |
| 11 | Feb 13, 2025 | Decision Trees | pdf | | | |
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| Feb 18, 2025 | | | | | reading week |
| Feb 20, 2025 | | | | | reading week |
| 12 | Feb 25, 2025 | Boosting | pdf | pdf | | pdf, tex () |
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13 | Feb 27, 2025 | GANs | pdf | pdf | | |
| 14 | Mar 04, 2025 | Flows | pdf | | | |
| 15 | Mar 06, 2025 | Attention | pdf | pdf | | |
| 16 | Mar 11, 2025 | VAEs | pdf | | | |
| 17 | Mar 13, 2025 | Optimal Transport | pdf | | | pdf, tex () |
| 18 | Mar 18, 2025 | Diffusion | pdf | | | |
| 19 | Mar 20, 2025 | Contrastive Learning | pdf | | | |
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20 | Mar 25, 2025 | Robustness | pdf | | | |
| 21 | Mar 27, 2025 | Fairness | pdf | | | |
| 22 | Apr 01, 2025 | Privacy | pdf | | | pdf, tex () |
| 23 | Apr 03, 2025 | Valuation | pdf | | |
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