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	Document Date: 2012-02-16 17:45:09 Open Document Share Result on Facebook Company Mead / Deep Belief Networks / Optimizing Neural Networks / Neural Networks / / IndustryTerm grid search / random search experiment involving / random search / compares random search / grid search experiments / makes grid search / unsupervised learning pretraining algorithms / actual learning algorithm / optimization algorithms / optimization algorithm / manual search / search dimensions / random search experiments / practice vs. grid search / network learning algorithm / belief networks / high-dimensional search spaces / wasted grid search trials / hyper-parameter optimization algorithms / pure grid search / hyper-parameter selection grid search / then grid search / typical learning algorithm / search space / machine learning software packages / learning algorithm / learning algorithms / / Person Leon Bottou Abstract Grid / James Bergstra Yoshua Bengio / James Bergstra / Yoshua Bengio / / Position Editor / Bishop / researcher / / ProgrammingLanguage Python / K / / PublishedMedium Machine Learning / Journal of Machine Learning Research / / Technology learning algorithm / hyper-parameter optimization algorithms / neural network / optimization algorithms / unsupervised learning pretraining algorithms / Machine Learning / simulation / actual learning algorithm / typical learning algorithm / optimization algorithm / network learning algorithm / / URL http / SocialTag Machine learning Computational statistics Convex analysis Supervised learning Parameter Support vector machine Normal distribution Cross-validation Stochastic gradient descent Statistics