Javascript is currently not supported, or is disabled by this browser. Please enable Javascript for full functionality.

   
    Oct 27, 2021  
American University Catalog 2019-2020 
    
American University Catalog 2019-2020 [ARCHIVED CATALOG]

STAT-627 Statistical Machine Learning (3)


Introduction to statistical concepts, models, and algorithms of machine learning. Explores supervised learning for regression and classification, unsupervised learning for clustering and principal components analysis, and related topics such as discriminant analysis, splines, lasso and other shrinkage methods, bootstrap, regression, and classification trees, and support vector machines, along with their tuning, diagnostics, and performance evaluation. Crosslist: STAT-427 . Grading: A-F only. Prerequisite: STAT-520  or STAT-615 .