Statistical Learning (IEMS-402, Northwestern)

Required graduate course on mathematical foundations of data science. Syllabus:

Objectives:

• Understand statistical principles and computational tools in data science.
• Learn concept to grasp the theoretical foundation of regression and classification.
• Develop ability to design novel statistical learning methods.
• Develop ability to apply existing statistical learning tools to diverse scientific fields, e.g., biology and chemistry.