TEACHING

 

Book

Our textbook, An Introduction to Statistical Learning, provides an accessible overview of the main ideas in statistical machine learning. Each chapter contains an R lab that shows the reader how to carry out the methods introduced in the chapter.

Download the pdf for free
Buy a hard copy from Amazon

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Formal Courses

  • Spring 2015, 2020 - Biostat/Stat 527 - Nonparametric Regression and Classification

  • Spring 2018, Winter 2019 - Biostat 546 - Machine Learning for Biomedical and Public Health Data

  • Spring 2016, 2017, 2018; Winter 2019 - Stat 435 - Introduction to Statistical Machine Learning

  • Spring 2015 - Biostat 572 - Advanced Regression Methods Project

  • Spring 2011, 2012, 2013 - Biostat 533 - Theory of Linear Models

Short Courses