Neural Network Learning pdf epub mobi txt 電子書 下載 2024


Neural Network Learning

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Martin Anthony
Cambridge University Press
2009-8-20
404
USD 59.00
Paperback
9780521118620

圖書標籤: 機器學習  神經網絡  ML  計算機科學  Neural_Networks  NeuralNetwork   


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发表于2024-11-26

Neural Network Learning epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2024

Neural Network Learning epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2024

Neural Network Learning pdf epub mobi txt 電子書 下載 2024



圖書描述

This important work describes recent theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Chapters survey research on pattern classification with binary-output networks, including a discussion of the relevance of the Vapnik Chervonenkis dimension, and of estimates of the dimension for several neural network models. In addition, Anthony and Bartlett develop a model of classification by real-output networks, and demonstrate the usefulness of classification with a "large margin." The authors explain the role of scale-sensitive versions of the Vapnik Chervonenkis dimension in large margin classification, and in real prediction. Key chapters also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient, constructive learning algorithms. The book is self-contained and accessible to researchers and graduate students in computer science, engineering, and mathematics.

Neural Network Learning 下載 mobi epub pdf txt 電子書

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Neural Network Learning pdf epub mobi txt 電子書 下載
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