“第十五章 人工神经元网络”版本间的差异

2022年9月1日 (四) 09:13的版本

教学资料

• 教学参考
• 课件
• 小清爱提问：什么是人工神经网络？[1] [2]
• 小清爱提问：什么是BP算法 [3]

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]