Big Data, Large Scale Machine Learning
I only just learnt that John Langford and Yann LeCun has recently just gave a class on Big Data and Large Scale Machine Learning at NYU. Not only that, they have opened the entire course to the web, for free. I have seen a couple of the lectures and I think they're very interesting.