| Tuesday | January 15 | Introduction and Review |
| Thursday | January 17 | Density Estimation |
| Friday | January 18 | |
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| Tuesday | January 22 | Nonparametric Regression |
| Thursday | January 24 | Nonparametric Regression |
| Friday | January 25 | |
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| Tuesday | January 29 | High Dimensional Regression |
| Thursday | January 31 | High Dimensional Regression |
| Friday | Feb 1 | HOMEWORK 1 DUE |
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| Tuesday | Feb 5 | High-dimensional Regression |
| Thursday | Feb 7 | Classification |
| Friday | Feb 8 | PROJECT PROPOSAL DUE |
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| Tuesday | Feb 12 | Classification |
| Thursday | Feb 14 | Clustering |
| Friday | Feb 15 | |
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| Tuesday | Feb 19 | Clustering |
| Thursday | Feb 21 | Graphical Models |
| Friday | Feb 22 | HOMEWORK 2 DUE |
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| Tuesday | Feb 26 | Graphical Models |
| Thursday | Feb 28 | Graphical Models |
| Friday | March 1 | |
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| Tuesday | March 5 | Graphical Models |
| Thursday | March 7 | TEST |
| Friday | March 8 | |
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| Tuesday | March 12 | SPRING BREAK |
| Thursday | March 14 | SPRING BREAK |
| Friday | March 15 | SPRING BREAK |
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| Tuesday | March 19 | Graphical Models |
| Thursday | March 21 | Causality |
| Friday | March 22 | |
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| Tuesday | March 26 | Minimax Theory |
| Thursday | March 28 | Minimax Theory |
| Friday | March 29 | HOMEWORK 3 DUE |
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| Tuesday | April 2 | Nonparametric Bayes |
| Thursday | April 4 | Differential Privacy |
| Friday | April 5 | PROGRESS REPORT DUE |
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| Tuesday | April 9 | Wasserstein Distance and Optimal Transport |
| Thursday | April 11 | High-dimensional Two Sample Testing |
| Friday | April 12 | |
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| Tuesday | April 16 | Dimension Reduction |
| Thursday | April 18 | GUEST LECTURE |
| Friday | April 19 | HOMEWORK 4 DUE |
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| Tuesday | April 23 | Interactive Data Analysis |
| Thursday | April 25 | GUEST LECTURE |
| Friday | April 26 | |
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| Tuesday | April 30 | To be determined |
| Thursday | May 2 | To be determined |
| Friday | May 3 | FINAL PROJECT DUE |
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