Convex Optimization, Machine Learning, Optimization.
momentum的Nestrov! Nonlinear Programming (Bertsekas, 2016):無電子檔，只有Lecture Slide 寶 Optimization Methods for Large-Scale Machine Learning (Léon Bottou, Frank E. Curtis, Jorge Nocedal 2016) 這大概是目前Large-Scale Machine Learning中關於當前主流算法(Stochastic Gradient)最完整的Survey了。 Distributed Optimization and