This page affords a tentative schedule of all lectures for the coures. The explicit timing of a pair of of these lectures might maybe well alternate. Slides and video recordings shall be released throughout the programs of the semester. CMU lecture videos for all lectures are obtainable right here (requires CMU login).

Lecture videos for the final public online direction, when they are obtainable, shall be posted on this page along with every spot of slides.

Date (CMU)Date (online)LectureTrainerSlidesVideo
8/309/131 – Introduction / LogisticsKolterpdf
pdf (online)
YouTube
9/19/152 – ML Refresher / Softmax RegressionKolterpdfYouTube
9/69/203 – Manual Neural Networks / BackpropKolterpdfYouTube (pt 1) YouTube (pt 2)
9/89/224 – Automatic DifferentiationChenpdfYouTube
9/139/275 – Automatic Differentiation ImplementationChenipynbYouTube
9/159/296 – OptimizationKolterpdfYouTube
9/2010/47 – Neural Community Library AbstractionsChenpdfYouTube
9/2210/68 – NN Library ImplementationChenipynbYouTube
9/2710/119 – Normalization, Dropout, + ImplementationKolterpdfYouTube
9/2910/1310 – Convolutional NetworksKolterpdfYouTube
10/410/2511 – Hardware Acceleration for Linear AlgebraChenpdfYouTube
10/610/2712 – Hardware Acceleration + GPUsChenpdfYouTube
10/1111/113 – Hardware Acceleration ImplementationChenipynbYouTube
10/1311/314 – Convoluations Community ImplementationKolteripynbYouTube
10/18 Drop Damage   
10/20 Drop Damage   
10/2511/815 – Coaching Clear DevicesChenpdfYouTube
10/2711/1016 – Generative Adversarial NetworksChenpdfYouTube
11/111/1517 – Generative Adversarial Networks ImplementationChenipynbYouTube
11/311/1718 – Sequence Modeling + RNNsKolterpdfYouTube
11/811/2219 – Sequence Modeling ImplementationKolteripynbYouTube
11/1011/2920 – Transformers + AttentionKolterpdfYoutube
11/1512/121 – Transformers + Attention ImplementationKolteripynbYoutube
11/1712/622 – Implicit LayersKolterpdf 
11/2212/823 – no class   
11/2912/1324 – Model DeploymentChenpdfYoutube
12/112/1525 – Machine Studying Compilation and Deployment ImplementationChenipynbYoutube
12/612/1526 – Future Directions / Q&ABoth  
12/827 – Pupil mission presentationsCollege students