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.
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