Backpropagation 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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作者

Psychology Press

译者

1995-2-3 出版日期

576 页数

USD 90.00 价格

Paperback

丛书系列

9780805812596 图书编码

Backpropagation 在线电子书图书标签: 神经网络深度学习机器学习反向传播算法人工智能

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Backpropagation 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Backpropagation 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Backpropagation 在线电子书图书描述

Composed of three sections, this book presents the most popular training algorithm for neural networks: backpropagation. The first section presents the theory and principles behind backpropagation as seen from different perspectives such as statistics, machine learning, and dynamical systems. The second presents a number of network architectures that may be designed to match the general concepts of Parallel Distributed Processing with backpropagation learning. Finally, the third section shows how these principles can be applied to a number of different fields related to the cognitive sciences, including control, speech recognition, robotics, image processing, and cognitive psychology. The volume is designed to provide both a solid theoretical foundation and a set of examples that show the versatility of the concepts. Useful to experts in the field, it should also be most helpful to students seeking to understand the basic principles of connectionist learning and to engineers wanting to add neural networks in general -- and backpropagation in particular -- to their set of problem-solving methods.

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