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Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书

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发表于2024-06-01

Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书

Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书

Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书


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出版者:Westview Press
作者:John A. Hertz
出品人:
页数:350
译者:
出版时间:1991-6-24
价格:USD 61.00
装帧:Paperback
isbn号码:9780201515602
丛书系列:

图书标签: neural_network  machineLearning  Neural  美國  機器學習  人工神經網絡  人工智能  complexity   

Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书 图书描述

This book comprehensively discusses the neural network models from a statistical mechanics perspective. It starts with one of the most influential developments in the theory of neural networks: Hopfield's analysis of networks with symmetric connections using the spin system approach and using the notion of an energy function from physics. Introduction to the Theory of Neural Computation uses these powerful tools to analyze neural networks as associative memory stores and solvers of optimization problems. A detailed analysis of multi-layer networks and recurrent networks follow. The book ends with chapters on unsupervised learning and a formal treatment of the relationship between statistical mechanics and neural networks. Little information is provided about applications and implementations, and the treatment of the material reflects the background of the authors as physicists. However the book is essential for a solid understanding of the computational potential of neural networks. Introduction to the Theory of Neural Computation assumes that the reader is familiar with undergraduate level mathematics, but does not have any background in physics. All of the necessary tools are introduced in the book.

Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书
Introduction To The Theory Of Neural Computation, Volume I 2024 pdf epub mobi 电子书
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