Introduction To The Theory Of Neural Computation, Volume I 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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John A. Hertz 作者

Westview Press

譯者

1991-6-24 出版日期

350 頁數

USD 61.00 價格

Paperback

叢書系列

9780201515602 圖書編碼

Introduction To The Theory Of Neural Computation, Volume I 在線電子書圖書標籤: 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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發表於2024-11-22

Introduction To The Theory Of Neural Computation, Volume I 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Introduction To The Theory Of Neural Computation, Volume I 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Introduction To The Theory Of Neural Computation, Volume I 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Introduction To The Theory Of Neural Computation, Volume I 在線電子書著者簡介

Introduction To The Theory Of Neural Computation, Volume I 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Introduction To The Theory Of Neural Computation, Volume I 在線電子書圖書描述

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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