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Statistical Mechanics of Learning 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Engel, Andreas/ Broeck, C. Van Den 作者

Cambridge Univ Pr

译者

2001-3 出版日期

344 页数

$ 98.31 价格

Pap

丛书系列

9780521774796 图书编码

Statistical Mechanics of Learning 在线电子书图书标签: 机器学习计算机科学计算机生物物理物理数学教材 Cambridge

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Statistical Mechanics of Learning 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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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.

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