Teaching

Courses, textbook, and lectures by Ruoqing Zhu.

Courses and learning materials in statistical learning, machine learning, and applied statistics.

Statistical Learning and Machine Learning with R

Textbook

I wrote Statistical Learning and Machine Learning with R for my statistical learning courses.

Read the textbook

Department of Statistics

STAT 546

Machine Learning for Data Science

STAT 542

Statistical Learning

STAT 432

Basics of Statistical Learning

STAT 400

Statistics and Probability I

STAT 420

Methods of Applied Statistics

Carle Illinois College of Medicine

DSP

Data Science Project, 2021 to present

Foundations

Molecules to Populations, 2018 to 2022

Other courses and lectures

• In fall 2023, I taught two lectures on random forests at the ECAS-SFdS school during October 8-13. Other lecturers included Profs. Robin Genuer, Pierre Geurts, and Nathalie Vialaneix. The school was jointly organized by Profs. Jean-Michel Poggi and Robin Genuer.
• Random Forest Tutorial, Parts I, II, and III, with an RLT package example source file.
• Mayo-Illinois CompGen Workshop, summer 2018: slides, examples.rmd, examples.pdf, and prostate.RData.