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 pdf YouTube
9/6 9/20 3 - Manual Neural Networks / Backprop Kolter pdf YouTube (pt 1) YouTube (pt 2)
9/8 9/22 4 - Automatic Differentiation Chen pdf YouTube
9/13 9/27 5 - Automatic Differentiation Implementation Chen ipynb YouTube
9/15 9/29 6 - Optimization Kolter pdf YouTube
9/20 10/4 7 - Neural Network Library Abstractions Chen pdf YouTube
9/22 10/6 8 - NN Library Implementation Chen ipynb YouTube
9/27 10/11 9 - Normalization, Dropout, + Implementation Kolter pdf YouTube
9/29 10/13 10 - Convolutional Networks Kolter pdf YouTube
10/4 10/25 11 - Hardware Acceleration for Linear Algebra Chen pdf YouTube
10/6 10/27 12 - Hardware Acceleration + GPUs Chen pdf 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 pdf YouTube
10/27 11/10 16 - Generative Adversarial Networks Chen pdf YouTube
11/1 11/15 17 - Generative Adversarial Networks Implementation Chen ipynb YouTube
11/3 11/17 18 - Sequence Modeling + RNNs Kolter pdf YouTube
11/8 11/22 19 - Sequence Modeling Implementation Kolter ipynb YouTube
11/10 11/29 20 - Transformers + Attention Kolter pdf Youtube
11/15 12/1 21 - Transformers + Attention Implementation Kolter ipynb Youtube
11/17 12/6 22 - Implicit Layers Kolter pdf  
11/22 12/8 23 - no class      
11/29 12/13 24 - Model Deployment Chen pdf 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