This concise single-semester textbook demonstrates cutting-edge concepts at the intersection of machine learning (ML) and wireless communications. Requiring no previous knowledge of ML, it includes over 20 examples addressing real-world challenges, and over 100 end-of-chapter exercises, including hands-on exercises using Python.