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Auteur : A. Engel
Catégorie : Boutique Kindle,Ebooks Kindle,Ebooks en langues étrangères
Broché : * pages
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Langue : Français, Anglais

Learning is one of the things that humans do naturally, and it has always been a challenge for us to understand the process. Nowadays this challenge has another dimension as we try to build machines that are able to learn and to undertake tasks such as datamining, image processing and pattern recognition. We can formulate a simple framework, artificial neural networks, in which learning from examples may be described and understood. The contribution to this subject made over the last decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics and include many examples and exercises to make a book that can be used with courses, or for self-teaching, or as a handy reference.

Télécharger Statistical Mechanics of Learning (English Edition) de A. Engel Pdf Epub

Statistical Mechanics of Learning - Assets ~ 0521773075 - Statistical Mechanics of Learning - A. Engel and C. Van den Broeck Frontmatter More information. vi Contents 4.7 Problems 65 5 Noisy Teachers 69 5.1 Sources of noise 69 5.2 Trying perfect learning 72 5.3 Learning with errors 78 5.4 Refinements 80 5.5 Summary 82 5.6 Problems 83 6 The Storage Problem 85 6.1 The storage capacity 85 6.2 Counting dichotomies: the Cover analysis 89 6.3 .

Statistical Mechanics of Learning : Generalization ~ Statistical Mechanics of Learning : Generalization Manfred Opper Neural Computing Research Group Aston University Birmingham, United Kingdom Short title: Statistical Mechanics of Generalization Correspondence: Manfred Opper NCRG, Aston University, Aston Triangle, Birmingham B4 7ET Phone:+44-121-333-4631 Fax:+44-121-4586 email: opperm@aston.ac.uk. M. Opper: Statistical Mechanics of .

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