This is a tentative schedule, and it is subject to change.
Refer to the course's Moodle for detailed, up-to-date reading and assignments.
| Wk | Date | Class Topic | Project | |
|---|---|---|---|---|
| 1 | 01/14 | Thu | Introduction / Overview | |
| 2 | 01/19 | Tue | Linear Alegbra, Vectorization | |
| 01/21 | Thu | |||
| 3 | 01/26 | Tue | Logistic Regression | |
| 01/28 | Thu | |||
| 4 | 02/02 | Tue | Hyperparameter Tuning | |
| 02/04 | Thu | |||
| 5 | 02/09 | Tue | Regularization and Normalization | |
| 02/11 | Thu | |||
| 6 | 02/16 | Tue | Optimization Algorithms | |
| 02/18 | Thu | |||
| 7 | 02/23 | Tue | Batch Normalization | Project Meetings |
| 02/25 | Thu | |||
| 8 | 03/02 | Tue | PyTorch | Project Proposals |
| 03/04 | Thu | |||
| 9 | 03/09 | Tue | Structuring/Implementing DL Projects | |
| 03/11 | Thu | |||
| 10 | 03/16 | Tue | Convolutional Neural Networks (CNNs) | |
| 03/18 | Thu | |||
| 11 | 03/23 | Tue | Project milestone 1 | |
| 03/25 | Thu | |||
| 12 | 03/30 | Tue | Recurrent Neural Networks (RNNs) & other Sequence Models | |
| 04/01 | Thu | |||
| 13 | 04/06 | Tue | Project milestone 2 | |
| 04/08 | Thu | |||
| 14 | 04/13 | Tue | Generative Adversarial Networks (GANs) | |
| 04/15 | Thu | |||
| 15 | 04/20 | Tue | ||
| 04/23 | Fri | 10:15am - 12:15 pm — Final Exam Period | ||