This page provides a tentative schedule of all lectures for the coures. The precise timing of some of these lectures could change. Slides and video recordings will be released during the courses of the semester. CMU lecture videos for all lectures are available here (requires CMU login).
Lecture videos for the public online course, when they are available, will be posted on this page along with each set of slides.
| Date (CMU) | Date (online) | Lecture | Instructor | Slides | Video |
|---|---|---|---|---|---|
| 8/30 | 9/13 | 1 - Introduction / Logistics | Kolter | pdf pdf (online) |
YouTube |
| 9/1 | 9/15 | 2 - ML Refresher / Softmax Regression | Kolter | YouTube | |
| 9/6 | 9/20 | 3 - Manual Neural Networks / Backprop | Kolter | YouTube (pt 1) YouTube (pt 2) | |
| 9/8 | 9/22 | 4 - Automatic Differentiation | Chen | YouTube | |
| 9/13 | 9/27 | 5 - Automatic Differentiation Implementation | Chen | ipynb | YouTube |
| 9/15 | 9/29 | 6 - Optimization | Kolter | YouTube | |
| 9/20 | 10/4 | 7 - Neural Network Library Abstractions | Chen | YouTube | |
| 9/22 | 10/6 | 8 - NN Library Implementation | Chen | ipynb | YouTube |
| 9/27 | 10/11 | 9 - Normalization, Dropout, + Implementation | Kolter | YouTube | |
| 9/29 | 10/13 | 10 - Convolutional Networks | Kolter | YouTube | |
| 10/4 | 10/25 | 11 - Hardware Acceleration for Linear Algebra | Chen | YouTube | |
| 10/6 | 10/27 | 12 - Hardware Acceleration + GPUs | Chen | YouTube | |
| 10/11 | 11/1 | 13 - Hardware Acceleration Implementation | Chen | ipynb | YouTube |
| 10/13 | 11/3 | 14 - Convoluations Network Implementation | Kolter | ipynb | YouTube |
| 10/18 | Fall Break | ||||
| 10/20 | Fall Break | ||||
| 10/25 | 11/8 | 15 - Training Large Models | Chen | YouTube | |
| 10/27 | 11/10 | 16 - Generative Adversarial Networks | Chen | YouTube | |
| 11/1 | 11/15 | 17 - Generative Adversarial Networks Implementation | Chen | ipynb | YouTube |
| 11/3 | 11/17 | 18 - Sequence Modeling + RNNs | Kolter | YouTube | |
| 11/8 | 11/22 | 19 - Sequence Modeling Implementation | Kolter | ipynb | YouTube |
| 11/10 | 11/29 | 20 - Transformers + Attention | Kolter | Youtube | |
| 11/15 | 12/1 | 21 - Transformers + Attention Implementation | Kolter | ipynb | Youtube |
| 11/17 | 12/6 | 22 - Implicit Layers | Kolter | ||
| 11/22 | 12/8 | 23 - no class | |||
| 11/29 | 12/13 | 24 - Model Deployment | Chen | Youtube | |
| 12/1 | 12/15 | 25 - Machine Learning Compilation and Deployment Implementation | Chen | ipynb | Youtube |
| 12/6 | 12/15 | 26 - Future Directions / Q&A | Both | ||
| 12/8 | - | 27 - Student project presentations | Students |