PH C240C/STAT C245C| Fall 2021

Course materials

• Lecture notes: listed in class schedule section

• Lab materials

  • Lab01 and R-Code

  • Lab02 and R-Code

  • Lab03 and R-Code Some resources regarding multi-armed bandit: MAB

• Assignments

  • Homework01, dataset, hw1-sol. Due: Sep 22nd in class

  • Homework02, dataset, hw2-sol. Due: Oct 19th 7pm at bcourses

Suggested Readings

No main textbook for this course. The following are recommendations:

• Computer Age Statistical Inference, Efron and Hastie(2016)

• Machine learning: A Probabilistic Perspective, Murphy(2012)

• Dynamic Treatment Regimes: Statistical Methods for Precision Medicine, Tsiatis(2019)

• Personalizing Precision Medicine: A Global Voyage from Vision to Reality, Pothier(2017)

• Deep Medicine: How Artificial Intelligence Can Make Healthcare Human Again? Topol(2019)