Statistical Learning (IEMS-402, Northwestern)
Graduate course, Northwestern IEMS, 2025
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.