| Sun Jan 9, 2022 | Decision Trees | 9pm |
| ML is the ROX | 9pm |
| Sun Jan 16, 2022 | Neural Networks | 9pm |
| Regression and Classification | 9pm |
| Sun Jan 23, 2022 | Ensemble Learning | 9pm |
| Instance-Based Learning | 9pm |
| Sun Jan 30, 2022 | Kernel Methods and SVMs | 9pm |
| Sun Feb 6, 2022 | Computational Learning Theory | 9pm |
| VC Dimensions | 9pm |
| Sun Feb 13, 2022 | Assignment Supervised Learning | due by 8:59pm |
| Bayesian Learning and Inference | 9pm |
| Sun Feb 20, 2022 | Information Theory | 9pm |
| Randomized Optimization | 9pm |
| Wed Feb 23, 2022 | Assignment Problem Set 1 | due by 8:59pm |
| Tue Mar 1, 2022 | Assignment Midterm | due by 6pm |
| Sun Mar 6, 2022 | Assignment Randomized Optimization | due by 8:59pm |
| Tue Mar 8, 2022 | Clustering | 9pm |
| Sun Mar 13, 2022 | Feature Selection | 9pm |
| Feature Transformation | 9pm |
| Sat Mar 19, 2022 | Withdrawal Deadline | 12pm to 1pm |
| Sun Mar 20, 2022 | Markov Decision Processes | 9pm |
| Sun Mar 27, 2022 | Assignment Unsupervised Learning and Dimensionality Reduction | due by 8:59pm |
| Reinforcement Learning | 9pm |
| Sun Apr 10, 2022 | Game Theory | 9pm |
| Thu Apr 14, 2022 | Assignment Problem Set 2 | due by 6pm |
| Sun Apr 17, 2022 | Assignment Markov Decision Processes | due by 8:59pm |
| Fri Apr 22, 2022 | Finals Start | 6am |
| Mon Apr 25, 2022 | Assignment Finals | due by 6pm |
| Mon May 2, 2022 | Finals End | 3pm |
| Mon May 9, 2022 | Assignment Midterm (Test your Setup) | due by 8:59pm |