Project details for r-cran-darch

Logo r-cran-darch 0.12.0

by r-cran-robot - July 19, 2016, 00:00:00 CET [ Project Homepage BibTeX Download ]

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Description:

Package for Deep Architectures and Restricted Boltzmann Machines: The darch package is built on the basis of the code from G. E. Hinton and R. R. Salakhutdinov (available under Matlab Code for deep belief nets). This package is for generating neural networks with many layers (deep architectures) and train them with the method introduced by the publications "A fast learning algorithm for deep belief nets" (G. E. Hinton, S. Osindero, Y. W. Teh (2006) [HTML_REMOVED]) and "Reducing the dimensionality of data with neural networks" (G. E. Hinton, R. R. Salakhutdinov (2006) [HTML_REMOVED]). This method includes a pre training with the contrastive divergence method published by G.E Hinton (2002) [HTML_REMOVED] and a fine tuning with common known training algorithms like backpropagation or conjugate gradients. Additionally, supervised fine-tuning can be enhanced with maxout and dropout, two recently developed techniques to improve fine-tuning for deep learning.

Changes to previous version:

Fetched by r-cran-robot on 2017-10-01 00:00:08.434606

BibTeX Entry: Download
URL: Project Homepage
Supported Operating Systems: Agnostic
Tags: R-Cran
Archive: download here

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