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Computational statistics / Applied mathematics / Mathematics / Econometrics / Network architecture / Supervised learning / Stochastic gradient descent / Limited-memory BFGS / Mathematical optimization / Neural networks / Statistics / Computational neuroscience


Large Scale Distributed Deep Networks Jeffrey Dean, Greg S. Corrado, Rajat Monga, Kai Chen, Matthieu Devin, Quoc V. Le, Mark Z. Mao, Marc’Aurelio Ranzato, Andrew Senior, Paul Tucker, Ke Yang, Andrew Y. Ng {jeff, gcorr
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Document Date: 2012-11-13 14:54:36

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City

Toronto / Mountain View / /

Company

Neural Networks / GPU / Google Inc. / /

Currency

SGD / /

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Event

Product Release / /

Facility

K. Hall / /

IndustryTerm

log-energy values / large deep networks / software framework / machine learning algorithms / optimization algorithm / nonlinear deep networks / asynchronous processing / simplified data processing / vectorvector inner products / scalar-vector products / online learning / dot product / parameter server / gradient-based machine learning algorithm / distributed optimization algorithms / large-scale computational tools / acoustic processing / unsupervised learning using graphics processors / parallel data processing / optimization algorithms / inference algorithms / deep networks / online method / training and inference in deep networks / natural language processing / text processing / /

MarketIndex

Set 25 / /

Person

John Duchi / P. Nguyen / Vincent Vanhoucke / Yoram Singer / Mark Z. Mao / B. Kingsbury / Kai Chen / Rajat Monga / Yuval Netzer / Greg S. Corrado / Andrew Y. Ng / Matthieu Devin / Sebastian Thrun / V. Vanhoucke / T. Sainath / Aurelio Ranzato / Jeffrey Dean / Patrick Nguyen / Tom Dean / Paul Tucker / /

Position

Parameter Server Coordinator / same worker / coordinator / Singer / /

Product

DistBelief / Downpour SGD / /

PublishedMedium

Journal of Machine Learning Research / /

Technology

speech recognition / deep unsupervised learning using graphics processors / machine learning algorithms / inference algorithms / underlying algorithms / machine learning / optimization algorithm / two algorithms / 4 Distributed optimization algorithms / natural language processing / neural network / load balancing / optimization algorithms / distributed optimization algorithms / two optimization algorithms / gradient-based machine learning algorithm / /

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