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

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Martin Anthony 作者

Cambridge University Press

譯者

2009-8-20 出版日期

404 頁數

USD 59.00 價格

Paperback

叢書系列

9780521118620 圖書編碼

Neural Network Learning 在線電子書圖書標籤: 機器學習神經網絡 ML 計算機科學 Neural_Networks NeuralNetwork

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

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

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

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Neural Network Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Neural Network Learning 在線電子書圖書描述

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.

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