In 2025, supervised learning remains a foundational technique everywhere from search rankings to medical imaging. By learning from carefully labeled examples, machines gain the ability to map inputs to correct outputs, powering countless everyday tools. This guide explains what supervised learning is, how it works, the key algorithms, and real-world impact across industries. It also …