Probability I
BST 230 / BIOSTAT 230
Fall 2023, 2024
Harvard University
Bayesian Methodology in Biostatistics
BST 249 / BIOSTAT 249
Spring 2020, 2021, 2022
Harvard University
Course materials
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)