Theory of Neural networks and machine learning - Fall 2020- 27504

Mon2020-10-19 Gal Intro: Learning, generalization, Regularization Slides Zoom
Tue2020-10-20 Gal Linear classification, logistic regression - Zoom
Tue2020-10-20 Shauli Projection to half spaces, GD, SGD, Newton method - -
Mon2020-10-26 Gal GD, The Perceptron Algorithm, Perceptron as SGD. Slides Zoom
Tue2020-10-27 Galnon linear classification, Multi-layer perceptrons - Zoom
Tue2020-10-27 Shauli Technical help: programming exercises - -
Mon2020-11-02 Shauli Logisitic regression - -
Tue2020-11-03 Gal MLP, Multiclass classifiers Slides Zoom
Tue2020-11-03 Shauli Backpropagation, multi-class and softmax - -
Mon2020-11-09 Gal Max-Margin classification, SVM 1 2 (D. Sontag) Youtube
Tue2020-11-10 Gal Duality, dual SVM, kernels (advanced class) Slides(D. Sontag) Youtube
Tue2020-11-10 Shauli Kernel-SVM as a network, kernel examples
Mon2020-11-16 Gal Multi Layer perceptrons Slides Zoom
Tue2020-11-16 Gal Convolutional networks Slides Zoom
Tue2020-11-17 ShauliMulti variate Gaussians, PCA
Mon2020-11-23 Gal Word Embeddings Slides Zoom
Tue2020-11-24 Gal Sequence models, LSTM Slides Zoom
Tue2020-11-24 ShauliAttention
Mon2020-11-30 GalSelf-Supervised learning
Tue2020-12-01 GalProjects description and assignments
Tue2020-12-01 ShauliProjects status
Mon2020-12-07 GalNO CLASS DUE TO NEURIPS
Tue2020-12-08 GalNO CLASS DUE TO NEURIPS
Tue2020-12-08 ShauliNO CLASS DUE TO NEURIPS
Mon2020-12-14 Gal No class
Tue2020-12-15 Gal Learning workflows, Contrastive learning Slides Zoom
Tue2020-12-15 ShauliVAEs
Mon2020-12-21 GalProject Data reports. Visualization
Tue2020-12-22 GalTime for projects
Tue2020-12-22 ShauliTime for projects
Mon2020-12-28 Galopen hours for projects
Tue2020-12-29 Galopen hours for projects
Tue2020-12-29 Shauliopen hours for projects
Mon2021-01-04 Galopen hours for projects
Tue2021-01-05 Galopen hours for projects
Tue2021-01-05 Shauliopen hours for projects
Mon2021-01-11 GalProject presentations
Tue2021-01-12 GalProject presentations