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Stochastic Gradient Descent Tricks Leon Bottou Microsoft Research, Redmond, WA leon@bottou.org http://leon.bottou.orgAbstract. Chapter 1 strongly advocates the stochastic backpropagation method to
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Leon Bottou is a prominent researcher in the field of machine learning, known for his contributions to optimization and statistical learning.
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The purpose of Leon Bottou's work is to advance knowledge in machine learning algorithms, particularly focusing on large-scale optimization.
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2000 2008 New_Jersey New_York stochastic sgd optimization xt asgd asymptotic wt1 t1 sgdqn svm pp gradients eapp eest eopt l2 st1 bottou 2sgd epochs tron w0 zt asymptotically max0 predefined i1 regularization crf regularized conll acm scalar 2gd perceptron

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