Here are recordings of the lectures on nonlinear models and binary choice models.
Nonlinear models
Censoring and truncation
Discrete choice - part 1
Discrete choice - part 2
Discrete choice - marginal effects
Multinomial choice - part 1
Multinomial choice - part 2
Choice models in R - Applied 1
Choice models in R - Applied 2