This course equips students with the skills to effectively analyze data and enhance prediction performance using machine learning approaches. It introduces the principles of evaluating, diagnosing, improving, and comparing diverse machine learning models for business applications. Additionally, the course offers Python-based templates for hands-on experience with machine learning tasks.