Statistical Learning (IEMS-402, Northwestern)

Graduate course, Northwestern IEMS, 2025

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


  • 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.