If you have ever wondered how an email filter knows a message is spam or how a streaming service picks a show you might like, you have already seen supervised learning in action. This chapter builds the foundation for modern machine learning by showing what it means to teach a model from data, how we measure success, and how we build trust in the results. Forget buzzwords — by the time you finish, you will understand the core ideas that every data scientist uses every day.