DSAN 5300-01: Statistical Learning
Mondays 6:30-9pm, Car Barn 203
Welcome to the homepage for Section 01 (Mondays 6:30-9pm in Car Barn 203) of DSAN 5300: Statistical Learning at Georgetown University, for the Spring 2025 semester!
If you’re looking to book an office hour with Jeff, you can use the link in the sidebar, or this direct link: the office hour blocks for Spring 2025 are held from 3:30-6:30pm every Tuesday.
Use the following links to view notes and lecture slides for individual weeks:
| Title | Date |
|---|---|
| Week 1: Introduction to the Course | January 8 |
| Week 2: Linear Regression | January 13 |
| Week 3: Getting Fancy with Regression | January 27 |
| Week 4: The Scourge of Overfitting | February 3 |
| Week 5: Cross-Validation for Model Assessment | February 10 |
| Week 6: Regularization for Model Selection | February 18 |
| Week 7: Basis Functions and Splines | February 24 |
| Week 8: Support Vector Machines | March 10 |
| Week 9: Generative vs. Discriminative Models | March 17 |
| Week 10: Deep Learning | March 24 |
| Week 11: How Do Neural Networks Deep-Learn? | March 31 |
| Week 12: Survival Analysis | April 7 |
| Week 13: Machine Learning for Causal Inference | April 14 |
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