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

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John A. Hertz

Westview Press

1991-6-24

350

USD 61.00

Paperback

9780201515602

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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发表于2024-12-25

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

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

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 下载 mobi epub pdf txt 电子书