In this lesson, we're going to take a break from coding to learn more about classification problems and some of the machine learning algorithms that are often used to solve them. By the end of the lesson, you'll be familiar with the characteristics of binary classification problems, regularized logistic regression models, and decision tree ensemble classification models. These are going to be similar to the regression algorithms that you learned about, but slightly different because we're applying them to classification problems.