Bayesian Methodology in Biostatistics
BST 249 / BIOSTAT 249
Spring 2020
Harvard University
Syllabus

Statistical Learning
BST 263
Spring 2019
Harvard University
Course materials

Applied Machine Learning
BST 263
Spring 2018
Harvard University
Syllabus

Advanced Stochastic Modeling
STA 531
Spring 2016
Duke University
Course materials

 

Bayesian and Modern Statistics
STA 360/601
Spring 2015
Duke University
Course materials

 

Information theory
APMA 1710
Fall 2011
Brown University
Course website

 

Introduction to Machine Learning
CSCI 1950-F
Summer 2011
Brown University
Course website

 

I've created several series of video lectures, which are posted at the mathematicalmonk channel on YouTube:
Probability primer series (43 videos)
Machine learning series (160 videos)
Information theory series (54 videos)