CMU Machine Learning Summer School Videos

It was a 2-week intensive course focused on machine learning for big data. Some of the top academics in machine learning gave presentations. Most of the videos are fairly long (around 1 hour each), but a whole lot of material is covered.

All the CMU Machine Learning Summer School Videos are on Youtube.

Here is one lecture by Alex Smola on Scalable Machine Learning.