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Neural Networks for Pattern Recognition pdf epub mobi txt 電子書下載 2024

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Christopher M. Bishop

Oxford University Press

1996-1-18

504

USD 105.00

Paperback

9780198538646

圖書標籤: 神經網絡模式識彆機器學習人工智能 AI 計算機模式分類 Classification

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发表于2024-11-22

Neural Networks for Pattern Recognition epub 下載 mobi 下載 pdf 下載 txt 電子書下載 2024

Neural Networks for Pattern Recognition pdf epub mobi txt 電子書下載 2024

圖書描述

This book provides the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts of pattern recognition, the book describes techniques for modelling probability density functions, and discusses the properties and relative merits of the multi-layer perceptron and radial basis function network models. It also motivates the use of various forms of error functions, and reviews the principal algorithms for error function minimization. As well as providing a detailed discussion of learning and generalization in neural networks, the book also covers the important topics of data processing, feature extraction, and prior knowledge. The book concludes with an extensive treatment of Bayesian techniques and their applications to neural networks.

Neural Networks for Pattern Recognition 下載 mobi epub pdf txt 電子書