Prof Tom Mitchell's video lectures for 10-601 are available online: http://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml

No, that specific class isn't available to non CMU students or staff (of which I am the latter).

There are several CMU courses, however, where the full collection of lectures are available to watch on YouTube. The Fall 2017 offering of Mathematics for Machine Learning lectures are all on YouTube.

I would like to know the same.