第十五章 人工神经元网络

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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]
  • Deep neural net [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]