Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade
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Published By Springer Berlin Heidelberg

9783642352881, 9783642352898

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Practical Recommendations for Gradient-Based Training of Deep Architectures

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_26 ◽

2012 ◽

pp. 437-478 ◽

Author(s):

Yoshua Bengio

Keyword(s):

Gradient Based ◽

Practical Recommendations

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A Practical Guide to Applying Echo State Networks

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_36 ◽

2012 ◽

pp. 659-686 ◽

Author(s):

Mantas Lukoševičius

Keyword(s):

Practical Guide ◽

Echo State Networks

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Big Learning and Deep Neural Networks

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_24 ◽

2012 ◽

pp. 419-420 ◽

Author(s):

Grégoire Montavon ◽

Klaus-Robert Müller

Keyword(s):

Neural Networks ◽

Deep Neural Networks

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Better Representations: Invariant, Disentangled and Reusable

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_29 ◽

2012 ◽

pp. 559-560 ◽

Author(s):

Grégoire Montavon ◽

Klaus-Robert Müller

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A Simple Trick for Estimating the Weight Decay Parameter

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_6 ◽

2012 ◽

pp. 69-89 ◽

Author(s):

Thorsteinn S. Rögnvaldsson

Keyword(s):

Decay Parameter ◽

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Training Deep and Recurrent Networks with Hessian-Free Optimization

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_27 ◽

2012 ◽

pp. 479-535 ◽

Author(s):

James Martens ◽

Ilya Sutskever

Keyword(s):

Recurrent Networks

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Early Stopping — But When?

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_5 ◽

2012 ◽

pp. 53-67 ◽

Author(s):

Lutz Prechelt

Keyword(s):

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A Dozen Tricks with Multitask Learning

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_12 ◽

2012 ◽

pp. 163-189 ◽

Author(s):

Rich Caruana

Keyword(s):

Multitask Learning

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Introduction

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_1 ◽

2012 ◽

pp. 1-5

Author(s):

Klaus-Robert Müller

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Transformation Invariance in Pattern Recognition – Tangent Distance and Tangent Propagation

Lecture Notes in Computer Science - Neural Networks: Tricks of the Trade ◽

10.1007/978-3-642-35289-8_17 ◽

2012 ◽

pp. 235-269 ◽

Author(s):

Patrice Y. Simard ◽

Yann A. LeCun ◽

John S. Denker ◽

Bernard Victorri

Keyword(s):

Pattern Recognition

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