Machine learning is a way for computers to learn from data and make decisions. Instead of following a set program, machines figure out the rules on their own by experimenting with different options. This process helps them understand what works and what doesn't. The chapter discusses the history of machine learning, different techniques used, and compares them to see which ones are most effective.