I glanced at the lecture notes and this looks much different (imo better) than your usual stats course. I didn't even see any mention of the usual hypothesis/significance testing mumbojumbo that has been causing all the trouble. They say:

"It is a course intended for those that value the role of Bayesian inference and machine learning on [sic] their research."