During the Spring 2012, Alex Smola taught a course at Berkeley on Scalable Machine Learning. Alex is an Adjunct Professor at the University of California at Berkeley and a Visiting Scientist at Google.
Alex was kind enough to put all the course materials on the internet. That includes papers, slides, links, and video lectures. Like the title suggests, the course appears to focus on large-scale machine learning. Below is one of the lectures from the Statistics portion of the course.