Backpropagation

Backpropagation pdf epub mobi txt 电子书 下载 2025

出版者:Psychology Press
作者:
出品人:
页数:576
译者:
出版时间:1995-2-3
价格:USD 90.00
装帧:Paperback
isbn号码:9780805812596
丛书系列:
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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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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