100 most popular Machine Learning talks at VideoLectures.Net by Davor Orlič.
A treasure trove of lectures on machine learning.
If there is a sort order to this collection, title, author, length, subject, it escapes me.
Even browsing you will find more than enough material to fill the coming weekend (and beyond).