Rev. Thomas Bayes

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

The course website is on Sakai.
See answers to FAQs here.

 
Claude Shannon

Information theory
APMA 1710
Fall 2011
Brown University
Course website

 

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

 
video screenshot

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)