This feels like a crash course for people already very familiar with it all. For everyone else, Steve Brunton's courses cover a lot of the foundational stuff here on probability and stats and might be a lot more accessible:
https://www.youtube.com/@Eigensteve
Strong agree. He's an amazing teacher. Working through his course on dynamic systems and differential equations is some of the most fun I've ever had while learning.
Great recommendation. Anyone knows how he creates those videos where he seems to stand before a blackboard made of glass where he can also add a screen share from his laptop? Great technique I haven’t seen before on YouTube.
One thing to check out is he has a great series on "Data Driven Science and Engineering" to go alongside his book and the website has all the code and links to all the videos for each chapter. https://databookuw.com/