ECON 6086: Digital Economy and Big Data Analysis |
| Syllabus |
| Slides |
| Lecture 1: Introduction to Statistical Learning |
| Lecture 2: Classification |
| Lecture 3: Clustering |
| Lecture 4: Model Selection and Regularization |
| Lecture 5: Principal Components Analysis |
| Lecture 6: Text As Data |
| Lecture 7: Moving Beyond Linearity |
| Lecture 8: Tree-Based Methods |
| Lecture 9: Support Vector Machines |
| Lecture 10: Deep Learning |
| Lecture 11: Multiple Testing |
| Lecture 12: Reinforcement Learning |