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
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)