This course helps students to effectively analyze data using machine learning approaches, enhance prediction performance and robustness, and extract valuable insights from large datasets to support managerial decision-making processes. The course structures machine learning knowledge into four layers: applications, tasks, models, and algorithms, applied to a variety of business contexts.