Something I found out recently: there are many courses that pull their course material when the course is finished. Even if you are/were enrolled, you lose access. I found this out from the Statistics One course (since you mention statistics), which cut me off in the middle.

Obviously, you can avoid this by downloading all the videos and slides as soon as you have access.