Neural Networks: Tricks of the Trade

Häftad, Engelska, 2012

AvGrégoire Montavon,Geneviève Orr,Klaus-Robert Müller,Gregoire Montavon,Genevieve Orr,Klaus-Robert Muller

1 889 kr

Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt för medlemmar vid köp för minst 249 kr.

The second edition of the book adds more tricks, arising from fourteen years of work by some of the world's most prominent researchers. These can substantially improve speed, ease of implementation and accuracy when putting algorithms to work on real problems.

Produktinformation

Utgivningsdatum2012-11-06
Mått155 x 235 x 42 mm
Vikt1 174 g
FormatHäftad
SpråkEngelska
SerieLecture Notes in Computer Science
Antal sidor769
Upplaga2
FörlagSpringer-Verlag Berlin and Heidelberg GmbH & Co. KG
ISBN9783642352881

Tillhör följande kategorier

Tillämpad datateknik inom Data och IT
Systemvetenskap och AI inom Data och IT
Programmeringsböcker inom Data och IT
Teknik: allmänt inom Naturvetenskap och teknik
Artificiell intelligens inom Data och IT
Referensverk och tvärvetenskap inom Samhälle och politik

Introduction.- Preface on Speeding Learning.- 1. Efficient BackProp.- Preface on Regularization Techniques to Improve Generalization.- 2. Early Stopping — But When?.- 3. A Simple Trick for Estimating the Weight Decay Parameter.- 4. Controlling the Hyperparameter Search in MacKay’s Bayesian Neural Network Framework.- 5. Adaptive Regularization in Neural Network Modeling.- 6. Large Ensemble Averaging.- Preface on Improving Network Models and Algorithmic Tricks.- 7. Square Unit Augmented, Radially Extended, Multilayer Perceptrons.- 8. A Dozen Tricks with Multitask Learning.- 9. Solving the Ill-Conditioning in Neural Network Learning.- 10. Centering Neural Network Gradient Factors.- 11. Avoiding Roundoff Error in Backpropagating Derivatives.- 12. Transformation Invariance in Pattern Recognition –Tangent Distance and Tangent Propagation.- 13. Combining Neural Networks and Context-Driven Search for On-line, Printed Handwriting Recognition in the Newtons.- 14. Neural Network Classification and Prior Class Probabilities.- 15. Applying Divide and Conquer to Large Scale Pattern Recognition Tasks.- Preface on Tricks for Time Series.- 16. Forecasting the Economy with Neural Nets: A Survey of Challenges and Solutions.- 17. How to Train Neural Networks.- Preface on Big Learning in Deep Neural Networks.- 18. Stochastic Gradient Descent Tricks.- 19. Practical Recommendations for Gradient-Based Training of Deep Architectures.- 20. Training Deep and Recurrent Networks with Hessian-Free Optimization.- 21. Implementing Neural Networks Efficiently.- Preface onBetter Representations: Invariant, Disentangled and Reusable.- 22. Learning Feature Representations with K-Means.- 23. Deep Big Multilayer Perceptrons for Digit Recognition.- 24. A Practical Guide to Training Restricted Boltzmann Machines.- 25. Deep Boltzmann Machines and the Centering Trick.- 26. Deep Learning via Semi-supervised Embedding.- Preface on Identifying Dynamical Systems for Forecasting and Control.- 27. A Practical Guide to Applying Echo State Networks.- 28. Forecasting with Recurrent Neural Networks: 12 Tricks.- 29. Solving Partially Observable Reinforcement Learning Problems with Recurrent Neural Networks.- 30. 10 Steps and Some Tricks to Set up Neural Reinforcement Controllers.

Du kanske också är intresserad av

Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Wojciech Samek, Grégoire Montavon, Andrea Vedaldi, Lars Kai Hansen, Klaus-Robert Müller, Gregoire Montavon, Klaus-Robert Muller

Häftad

839 kr

Recent Progress in Brain and Cognitive Engineering

Seong-Whan Lee, Heinrich H. Bülthoff, Klaus-Robert Müller, Heinrich H. Bulthoff, Klaus-Robert Muller

Häftad

1 369 kr

Del 13200

xxAI - Beyond Explainable AI

Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek, Klaus-Robert Muller

Häftad

579 kr

Machine Learning Meets Quantum Physics

Kristof T. Schütt, Stefan Chmiela, O. Anatole von Lilienfeld, Alexandre Tkatchenko, Koji Tsuda, Klaus-Robert Müller, Kristof T. Schutt, Klaus-Robert Muller, O. Anatole von Lilienfeld

Häftad

1 229 kr

Pattern Recognition

Katrin Franke, Klaus-Robert Müller, Bertram Nickolay, Ralf Schäfer

Häftad

1 409 kr

Recent Progress in Brain and Cognitive Engineering

Seong-Whan Lee, Heinrich H. Bülthoff, Klaus-Robert Müller

Inbunden

1 409 kr

Grönsaker A-Ö : recept och bruksanvisning

Paul Svensson

Inbunden

399 kr

Neural Networks: Tricks of the Trade

Produktinformation

Tillhör följande kategorier

Innehållsförteckning

Du kanske också är intresserad av

Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Recent Progress in Brain and Cognitive Engineering

xxAI - Beyond Explainable AI

Machine Learning Meets Quantum Physics

Pattern Recognition

Recent Progress in Brain and Cognitive Engineering

Grönsaker A-Ö : recept och bruksanvisning

Akademibokhandeln

Akademibokhandeln

Hjälp

Hjälp

Tjänster

Tjänster

Erbjudanden

Erbjudanden

Inspiration

Inspiration