Table of Contents:
2:38 Fiber example
19:44 Project #4
25:21 Proportional odds model
41:33 Plots
49:26 Estimation and inference
54:08 Wheat example
See http://www.chrisbilder.com/categorical for the lecture notes and the corresponding textbook's website.