“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]
 +
* 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==
  
 +
* 维基百科:沃伦·麦卡洛克 [http://aigraph.cslt.org/courses/15/沃伦·麦卡洛克.pdf][http://aigraph.cslt.org/courses/15/Warren_Sturgis_McCulloch.pdf]
 +
* 维基百科:沃尔特·皮茨 [http://aigraph.cslt.org/courses/15/Walter_Pitts.pdf]
 +
* 维基百科:人工神经元 [http://aigraph.cslt.org/courses/15/Artificial_neuron.pdf]
 +
* 维基百科:神经网络 [http://aigraph.cslt.org/courses/14/人工神经网络.pdf][http://aigraph.cslt.org/courses/14/Artificial_neural_network.pdf]
 +
* 维基百科:Frank_Rosenblatt [http://aigraph.cslt.org/courses/15/Frank_Rosenblatt.pdf]
 +
* 维基百科:Perceptron [http://aigraph.cslt.org/courses/15/Perceptron.pdf]
 +
* 百度百科:感知器[https://baike.baidu.com/item/%E6%84%9F%E7%9F%A5%E5%99%A8/16525448]
 +
* AI100问:什么是BP算法[http://aigraph.cslt.org/ai100/pdf/AI-100-46-%E4%BB%80%E4%B9%88%E6%98%AFBP%E7%AE%97%E6%B3%95.pdf]
  
==演示链接==
 
  
 +
==视频展示==
 +
* Deep neural net [http://aigraph.cslt.org/courses/15/deep.mp4]
 +
* 图灵的人工神经网络[http://aigraph.cslt.org/courses/15/tnn.mpeg]
  
* 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]
+
==演示链接==
* 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]
+
 
+
  
 +
* Neural Net demo [https://phiresky.github.io/neural-network-demo/]
 +
* Neural Net training demo [http://playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=4,2&seed=0.30169&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&co]
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* Quick draw, and let NN guess [*][https://quickdraw.withgoogle.com/]
  
 
==开发者资源==
 
==开发者资源==
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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]
* 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]
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* Marvin Minsky and Seymour A. Papert, Perceptrons, [*][https://mitpress.mit.edu/books/perceptrons]
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* 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. [http://www.cs.utoronto.ca/~hinton/absps/pdp8.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]
 
* 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 [https://www.researchgate.net/profile/Sarina-Grosswald/publication/263767630_Is_ADHD_a_Stress-Related_Disorder_Why_Meditation_Can_Help/links/0c96053c7d6e799cd3000000/Is-ADHD-a-Stress-Related-Disorder-Why-Meditation-Can-Help.pdf]
 
* 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 [https://www.researchgate.net/profile/Sarina-Grosswald/publication/263767630_Is_ADHD_a_Stress-Related_Disorder_Why_Meditation_Can_Help/links/0c96053c7d6e799cd3000000/Is-ADHD-a-Stress-Related-Disorder-Why-Meditation-Can-Help.pdf]

2023年8月13日 (日) 01:36的最后版本

教学资料


扩展阅读

  • 维基百科:沃伦·麦卡洛克 [4][5]
  • 维基百科:沃尔特·皮茨 [6]
  • 维基百科:人工神经元 [7]
  • 维基百科:神经网络 [8][9]
  • 维基百科:Frank_Rosenblatt [10]
  • 维基百科:Perceptron [11]
  • 百度百科:感知器[12]
  • AI100问:什么是BP算法[13]


视频展示

  • Deep neural net [14]
  • 图灵的人工神经网络[15]

演示链接

  • Neural Net demo [16]
  • Neural Net training demo [17]
  • Quick draw, and let NN guess [*][18]

开发者资源

  • Python package for neural nets: PyTorch [19] TensorFlow[20] NeuralLab[21]


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.[22]
  • Turing A. Intelligent machinery (1948)(Turing's neural net) [23]
  • Marvin Minsky and Seymour A. Papert, Perceptrons, [*][24]
  • 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. [25]
  • Are Neural Nets Turing Equivalent? [26]
  • 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 [27]
  • C. Teuscher. Turing's Connectionism. An Investigation of Neural Network Architectures. Springer-Verlag, London, 2002. ISBN: 1-85233-475-4. [28]
  • 王东,机器学习导论,2021,清华大学出版社 [29]
  • Christopher M. Bishop, Neural Networks for Pattern Recognition [30]
  • Christopher M. Bishop, Pattern Recognition and Machine Learning [31]