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

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John A. Hertz 作者

Westview Press

译者

1991-6-24 出版日期

350 页数

USD 61.00 价格

Paperback

丛书系列

9780201515602 图书编码

Introduction To The Theory Of Neural Computation, Volume I 在线电子书图书标签: neural_network machineLearning Neural 美國機器學習人工神經網絡人工智能 complexity

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

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

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Introduction To The Theory Of Neural Computation, Volume I 在线电子书著者简介

Introduction To The Theory Of Neural Computation, Volume I 在线电子书图书目录

Introduction To The Theory Of Neural Computation, Volume I 在线电子书 pdf 下载 txt下载 epub 下载 mobi 在线电子书下载

Introduction To The Theory Of Neural Computation, Volume I 在线电子书图书描述

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.

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