This page provides a tentative schedule of all lectures for the coures. The precise timing of some of these lectures could change. Slides for future lectures are provided, but are from a previous version of the course; updated slides for each lecture will be posted prior to class each day. 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) Lecture Instructor Slides Video (2022 version)
8/26 1 - Introduction / Logistics Dettmers pdf YouTube
8/28 2 - ML Refresher / Softmax Regression Dettmers   YouTube
9/2 3 - Manual Neural Networks / Backprop Dettmers   YouTube (pt 1) YouTube (pt 2)
9/4 4 - Automatic Differentiation Chen   YouTube
9/9 5 - Automatic Differentiation Implementation Chen   YouTube
9/11 6 - Optimization Dettmers   YouTube
9/16 7 - Neural Network Library Abstractions Chen   YouTube
9/18 8 - Normalization, Dropout, + Implementation Dettmers    
9/23 9 - NN Library Implementation Chen   YouTube
9/25 10 - Convolutional Networks Dettmers   YouTube
9/30 11 - Hardware Acceleration for Linear Algebra Chen   YouTube
10/2 12 - Hardware Acceleration + GPUs Chen   YouTube
10/7 13 - Hardware Acceleration Implementation Chen   YouTube
10/9 14 - Convoluations Network Implementation Dettmers   YouTube
10/14 No class - Fall Break      
10/16 No class - Fall Break      
10/21 15 - Sequence Modeling + RNNs Dettmers   YouTube
10/23 16 - Sequence Modeling Implementation Dettmers   YouTube
10/28 17 - Transformers and Autoregressive Models Dettmers   Youtube
10/30 18 - Transformers Implementation Dettmers   Youtube
11/4 No class - Democracy Day      
11/6 19 - Training Large Models Chen   YouTube
11/11 20 - Generative Models Chen   YouTube
11/13 21 - Generative Models Implementation Chen   YouTube
11/18 22 - Customize Pretrained Models Chen    
11/20 23 - Model Deployment Chen   Youtube
11/25 24 - Machine Learning Compilation and Deployment Implementation Chen   Youtube
11/27 No class - Thanksgiving      
12/2 25 - Future Directions / Q&A Both    
12/4 26 - Student project presentations Students