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Hi all,
Tomorrow I will be giving the advanced topic lecture on Dual Averaging. It can be thought of as subsuming the subgradient method and is due to Nesterov. I promise that, unlike his accelerated methods, that there is actually something both understandable and insightful about it. As a bonus, I'll show you how to use it to train a classifier when you cannot fit your data set on a single machine (distributed optimization).