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README.md first draft May 8, 2013
RNN.py fix for the memorization task Jun 21, 2013
addition.py first draft May 8, 2013
memorization.py first draft May 8, 2013
multiplication.py
permutation.py first draft May 8, 2013
tempOrder.py first draft May 8, 2013
tempOrder3bit.py first draft May 8, 2013
test_final_state.npz first draft May 8, 2013
test_output.txt first draft May 8, 2013

README.md

Copyright (c) 2012-2013, Razvan Pascanu All rights reserved.

Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:

  1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.
  2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

trainingRNNs

Scripts to reproduce some of the results presented in :

  • On the difficulty to training recurrent neural networks, Razvan Pascanu, Tomas Mikolov, Yoshua Bengio, ICML 2013

For questions contact : r[dot]pascanu[at]gmail[dot]com

This code requires: * Theano (http://deeplearning.net/software/theano)

see RNN.py for more details