Section Resources and Tentative Schedule

Please try to attend the section you are registered for but you are also welcome to attend a different one if its more convenient.

Date	Content	Resources
01/07	Python	Python intro (runnable notebook), Python intro (html notebook), Python slide deck, Probability Problems, Solutions
01/14	Linear Algebra	Linear Algebra Problems, Linear Algebra Solutions
01/21	Ridge Regression, Bias-Variance Tradeoff	Problems, Solutions
01/28	Data standardization, Common Errors in ML, K-Fold Cross Validation	Problems, Solutions, K-Fold Cross Validation(NoteBook)
02/04	Convexity and Gradient Descent	Problems, Solutions, Gradient Descent Notebook 1, Gradient Descent Notebook 2 Annotated Slides, Clean Slides
02/11	SGD, SVMs, Pytorch Basics	Problems, Solutions, Section slides, Pytorch Basics (runnable notebook), Pytorch Basics (html notebook)
02/18	Kernel, Pytorch NN	Problems, Solutions, Section slides, Section slides (annotated), Pytorch NN (runnable notebook), Pytorch NN (html notebook)
02/25	Backpropagation	Problems, Solutions, Section slides, Section slides (annotated)
03/04	SVD and PCA	Problems, Solutions, Section slides
03/11	CNN and Encoders	Problems, CNN slides, Autoencoder slides, ConvNet Playground