Every day, businesses collect mountains of data about their customers—what they buy, when they click, and whether they cancel a subscription. Supervised learning turns that data into predictions that drive smarter decisions, such as who is about to leave, how much of a product to stock, or which advertisement to show. In this chapter, we’ll see how familiar algorithms solve real marketing problems.