Machine Learning
Course files and interactive tools.
Course CalendarStart here. Every class day, with links to that day's notebook and slides.
Course FolderDatasets, the class-record notebooks, and the Block 1 slides.
Classification WorldFit a classifier by hand. Train and test, and what overfitting looks like.
Loss LandDrag the line through the data, and watch where it puts you on the loss surface.
A1 KNN LeaderboardHow the class's k-NN classifiers scored on MNIST and CIFAR-10.