Below are the links to all slides covered in class. Slides will be posted as soon as they are available. The lecture videos will be posted on Panopto.
| Lecture # | Date | Topic | |
|---|---|---|---|
| 1 | 26 Jan | Introduction | |
| 2 | 31 Jan | Database Design | |
| 3 | 2 Feb | ER Model | |
| 4 | 7 Feb | SQL Queries | |
| 8 Feb | Last day to add a course without a fee (5:00 p.m. EST deadline) | ||
| 5 | 9 Feb | Data Cleaning | |
| 6 | 14 Feb | Web Scraping | |
| 7 | 16 Feb | Text Processing | |
| 21 Feb | Long Weekend - No Lecture | ||
| 8 | 23 Feb | Introduction To Hypothesis Testing | |
| 9 | 28 Feb | The Hypothesis Testing Method Part 1 | |
| 10 | 2 March | The Hypothesis Testing Method Part 2 | |
| 11 | 7 March | Linear Regression | |
| 12 | 9 March | Multiple Hypotheses Testing | |
| 13 | 14 March | Data Visualization | |
| 14 | 16 March | Non-Parametric testing | |
| 15 | 21 March | Introduction to Machine Learning | |
| 16 | 23 March | Unsupervised Learning | |
| 28 March | Spring Recess - No lectures | ||
| 30 March | Spring Recess - No lectures | ||
| 17 | 4 April | Supervised Learning Classification | |
| 18 | 6 April | Supervised Learning Classification | |
| 19 | 11 April | Cross Validation, Regularization, and Feature Selection | |
| 20 | 13 April | Map Reduce | |
| 21 | 18 April | Deep Learning | |
| 22 | 20 April | Dimensionality Reduction | |
| 23 | 24 April | ||
| 24 | 26 April | ||
| 11 May - 20 May | Finals Period |