resetDArch

resetDArch,DArch-method

A instance of the class <code><a rd-options="" href="/link/DArch?package=darch&version=0.10.0" data-mini-rdoc="darch::DArch">DArch</a></code>.

darch

If true the RBMs are also reseted.

resetRBMs

This function resets the weights and biases of the <code><a rd-options="" href="/link/DArch?package=darch&version=0.10.0" data-mini-rdoc="darch::DArch">DArch</a></code> object
and all <code><a rd-options="" href="/link/RBM?package=darch&version=0.10.0" data-mini-rdoc="darch::RBM">RBM</a></code> objects if the parameter <code>resetRBMs</code> is
<code>TRUE</code>.

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; doi: 10.1162/neco.2006.18.7.1527) and "Reducing the
dimensionality of data with neural networks" (G. E. Hinton, R. R.
Salakhutdinov; doi: 10.1126/science.1127647). This method includes a pre
training with the contrastive divergence method published by G.E Hinton
(2002; doi: 10.1162/089976602760128018) 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.

Martin Drees

Package for Deep Architectures and Restricted Boltzmann Machines

resetDArch function

A instance of the class <code><a rd-options='' href='DArch'>DArch</a></code>.

This function resets the weights and biases of the <code><a rd-options='' href='DArch'>DArch</a></code> object
and all <code><a rd-options='' href='RBM'>RBM</a></code> objects if the parameter <code>resetRBMs</code> is
<code>TRUE</code>.

Resets the weights and biases of the <code><a rd-options='' href='DArch'>DArch</a></code> object — resetDArch

Resets the weights and biases of the <code><a rd-options='' href='DArch'>DArch</a></code> object

Resets the weights and biases of the <code><a rd-options="" href="/link/DArch?package=darch&version=0.10.0" data-mini-rdoc="darch::DArch">DArch</a></code> object

resetDArch: Resets the weights and biases of the `DArch` object

Description

Usage

Arguments

Details

See Also