Abstract: In this tutorial, we will mainly talk about classification, a central task in machine learning. We will cover classical methods including logistic regression, linear discriminant analysis, support vector machines. We will also go beyond these linear and kernel-based methods, and cover tree-based methods including decision trees and random forests.