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We describe our first-place solution to the ECML/PKDD discovery challenge on taxi destination prediction.
Learning long-term dependencies with gradient descent is difficult
Yoshua Bengio, Patrice Simard, and Paolo Frasconi · 1994
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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A neural probabilistic language model
Yoshua Bengio, Réjean Ducharme, Pascal Vincent, and Christian Janvin · 2003
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Bidirectional lstm networks for improved phoneme classification and recognition
Alex Graves, Santiago Fernández, and Jürgen Schmidhuber · 2005
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Visualizing data using t-sne
Laurens Van der Maaten and Geoffrey Hinton · 2008
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A novel connectionist system for unconstrained handwriting recognition
Alex Graves, Marcus Liwicki, Santiago Fernández, Roman Bertolami, Horst Bunke, and Jürgen Schmidhuber · 2009
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Theano: a CPU and GPU math expression compiler
James Bergstra, Olivier Breuleux, Frédéric Bastien, Pascal Lamblin, Razvan Pascanu, Guillaume Desjardins, Joseph Turian, David Warde-Farley, and Yoshua Bengio · 2010
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Deep sparse rectifier neural networks
Xavier Glorot, Antoine Bordes, and Yoshua Bengio · 2011
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Theano: new features and speed improvements
Frédéric Bastien, Pascal Lamblin, Razvan Pascanu, James Bergstra, Ian J. Goodfellow, Arnaud Bergeron, Nicolas Bouchard, and Yoshua Bengio · 2012
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Speech recognition with deep recurrent neural networks
Alan Graves, Abdel-rahman Mohamed, and Geoffrey Hinton · 2013
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Fast and robust training of recurrent neural networks for offline handwriting recognition
Patrick Doetsch, Michal Kozielski, and Hermann Ney · 2014
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Haşim Sak, Andrew Senior, and Françoise Beaufays · 2014
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Neural machine translation by jointly learning to align and translate
Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio · 2014
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Jason Weston, Sumit Chopra, and Antoine Bordes · 2014
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Show, attend and tell: Neural image caption generation with visual attention
Kelvin Xu, Jimmy Ba, Ryan Kiros, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, and Yoshua Bengio · 2015
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Blocks and Fuel: Frameworks for deep learning
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B. van Merriënboer, D. Bahdanau, V. Dumoulin, D. Serdyuk, D. Warde-Farley, J. Chorowski, and Y. Bengio · 2015
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