Can I read Large-Scale Machine Learning with Stochastic Gradient Descent on EtoBox?

Large-Scale Machine Learning with Stochastic Gradient Descent by Léon Bottou is a book available to read on EtoBox.

What is Large-Scale Machine Learning with Stochastic Gradient Descent about?

During the last decade, the data sizes have grown faster than the speed of processors. In this context, the capabilities of statistical machine learning methods is limited by the computing time rather than the sample size. A more precise analysis uncovers qualitatively different tradeoffs for the case of small-scale and large-scale learning problems. The large-scale case involves the computational complexity of the underlying optimization algorithm in non-trivial ways. Unlikely optimization algorithms such as stochastic gradient descent show amazing performance for large-scale problems. In particular, second order stochastic gradient and averaged stochastic gradient are asymptotically efficient after a single pass on the training set.

Author

Léon Bottou

Publisher

Physica-Verlag HD

Published

2010

Language

EN

ISBN

9783790826043

Subjects

Computer Science, Mathematics, Stem