“第十五章 人工神经元网络”版本间的差异

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*[http://aigraph.cslt.org/courses/15/course-15.pptx 课件]
 
*[http://aigraph.cslt.org/courses/15/course-15.pptx 课件]
 
*小清爱提问:什么是人工神经网络?[https://mp.weixin.qq.com/s?__biz=Mzk0NjIzMzI2MQ==&mid=2247487043&idx=1&sn=7558f7d20c34610d1bbd97e1eff4dd64&chksm=c3080481f47f8d97ceda8782af15693ca69455b7cd9404feaac69ba13736f552e472fd99d296&scene=178#rd] [https://mp.weixin.qq.com/s?__biz=Mzk0NjIzMzI2MQ==&mid=2247487090&idx=1&sn=634a172b1105d970c6ab914955f0cbf9&chksm=c30804b0f47f8da6ea3b598608d41ae386bf5a35c86523bb33798db85291ccf7e980f9cc048f&scene=178#rd]
 
*小清爱提问:什么是人工神经网络?[https://mp.weixin.qq.com/s?__biz=Mzk0NjIzMzI2MQ==&mid=2247487043&idx=1&sn=7558f7d20c34610d1bbd97e1eff4dd64&chksm=c3080481f47f8d97ceda8782af15693ca69455b7cd9404feaac69ba13736f552e472fd99d296&scene=178#rd] [https://mp.weixin.qq.com/s?__biz=Mzk0NjIzMzI2MQ==&mid=2247487090&idx=1&sn=634a172b1105d970c6ab914955f0cbf9&chksm=c30804b0f47f8da6ea3b598608d41ae386bf5a35c86523bb33798db85291ccf7e980f9cc048f&scene=178#rd]
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* 小清爱提问:什么是BP算法 [https://mp.weixin.qq.com/s?__biz=Mzk0NjIzMzI2MQ==&mid=2247487365&idx=1&sn=ec3416db5d77ef313da9fba0fc75771d&chksm=c3080547f47f8c51446b5d69537de651bf73fea06d9ea83f9851bc79cb68314f540b9110d752&scene=178#rd]
  
  
 
==扩展阅读==
 
==扩展阅读==
  
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* 维基百科:神经网络 [http://aigraph.cslt.org/courses/13/人工神经网络.pdf][http://aigraph.cslt.org/courses/13/Artificial_neural_network.pdf]
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* 维基百科:Frank_Rosenblatt [http://aigraph.cslt.org/courses/13/Frank_Rosenblatt.pdf]
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* 维基百科:Perceptron [http://aigraph.cslt.org/courses/13/Perceptron.pdf]
  
 
==演示链接==
 
==演示链接==
 
 
* 维基百科:神经网络 [http://aigraph.cslt.org/courses/13/人工神经网络.pdf][http://aigraph.cslt.org/courses/13/Artificial_neural_network.pdf]
 
* 小清爱提问:什么是BP算法 [https://mp.weixin.qq.com/s?__biz=Mzk0NjIzMzI2MQ==&mid=2247487365&idx=1&sn=ec3416db5d77ef313da9fba0fc75771d&chksm=c3080547f47f8c51446b5d69537de651bf73fea06d9ea83f9851bc79cb68314f540b9110d752&scene=178#rd]
 
 
  
  
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* McCulloch, Warren S.; Pitts, Walter (1943). "A logical calculus of the ideas immanent in nervous activity". Bulletin of Mathematical Biophysics. 5 (4): 115–133.[https://link.springer.com/article/10.1007/BF02478259]
 
* McCulloch, Warren S.; Pitts, Walter (1943). "A logical calculus of the ideas immanent in nervous activity". Bulletin of Mathematical Biophysics. 5 (4): 115–133.[https://link.springer.com/article/10.1007/BF02478259]
 
* Turing A. Intelligent machinery (1948)(Turing's neural net) [http://f.javier.io/rep/books/The%20essential%20Turing.%20Seminal%20writings%20in%20computing,%20logic,%20philosophy%20-%20Copeland%20J.%20(2004)(ISBN%200198250800).pdf#page=404]
 
* Turing A. Intelligent machinery (1948)(Turing's neural net) [http://f.javier.io/rep/books/The%20essential%20Turing.%20Seminal%20writings%20in%20computing,%20logic,%20philosophy%20-%20Copeland%20J.%20(2004)(ISBN%200198250800).pdf#page=404]
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* Marvin Minsky and Seymour A. Papert, Perceptrons, [https://mitpress.mit.edu/books/perceptrons]
 
* Rumelhart D E, Hinton G E, Williams R J. Learning internal representations by error propagation[R]. California Univ San Diego La Jolla Inst for Cognitive Science, 1985. [https://apps.dtic.mil/sti/pdfs/ADA164453.pdf]
 
* Rumelhart D E, Hinton G E, Williams R J. Learning internal representations by error propagation[R]. California Univ San Diego La Jolla Inst for Cognitive Science, 1985. [https://apps.dtic.mil/sti/pdfs/ADA164453.pdf]
 
* Are Neural Nets Turing Equivalent? [https://mailman.srv.cs.cmu.edu/pipermail/connectionists/1990-September/001479.html]
 
* Are Neural Nets Turing Equivalent? [https://mailman.srv.cs.cmu.edu/pipermail/connectionists/1990-September/001479.html]

2022年8月4日 (四) 13:11的版本

教学资料


扩展阅读

  • 维基百科:神经网络 [4][5]
  • 维基百科:Frank_Rosenblatt [6]
  • 维基百科:Perceptron [7]

演示链接

开发者资源

  • Python package for neural nets: PyTorch [8] TensorFlow[9] NeuralLab[10]


高级读者

  • McCulloch, Warren S.; Pitts, Walter (1943). "A logical calculus of the ideas immanent in nervous activity". Bulletin of Mathematical Biophysics. 5 (4): 115–133.[11]
  • Turing A. Intelligent machinery (1948)(Turing's neural net) [12]
  • Marvin Minsky and Seymour A. Papert, Perceptrons, [13]
  • Rumelhart D E, Hinton G E, Williams R J. Learning internal representations by error propagation[R]. California Univ San Diego La Jolla Inst for Cognitive Science, 1985. [14]
  • Are Neural Nets Turing Equivalent? [15]
  • Sarina Grosswald, Is ADHD a Stress-Related Disorder? Why Meditation Can Help. In book: Is ADHD a Stress-Related Disorder? Why Meditation Can Help (pp.22)Chapter: 4Publisher: intech [16]
  • C. Teuscher. Turing's Connectionism. An Investigation of Neural Network Architectures. Springer-Verlag, London, 2002. ISBN: 1-85233-475-4. [17]
  • 王东,机器学习导论,2021,清华大学出版社 [18]
  • Christopher M. Bishop, Neural Networks for Pattern Recognition [19]
  • Christopher M. Bishop, Pattern Recognition and Machine Learning [20]