“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] | ||
| − | |||
| + | ==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] | ||
| − | + | ==演示链接== | |
| − | + | ||
| + | * Neural Net demo [https://phiresky.github.io/neural-network-demo/] | ||
| + | * Neural Net training demo [http://playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=circle®Dataset=reg-plane&learningRate=0.03®ularizationRate=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] | ||
| + | * Quick draw, and let NN guess [*][https://quickdraw.withgoogle.com/] | ||
==开发者资源== | ==开发者资源== | ||
| 第22行： | 第35行： | ||
==高级读者== | ==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.[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] | ||
| + | * 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. [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] | ||
* 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] | ||
| + | * C. Teuscher. Turing's Connectionism. An Investigation of Neural Network Architectures. Springer-Verlag, London, 2002. ISBN: 1-85233-475-4. [http://www.teuscher.ch/tc/] | ||
| + | |||
* 王东，机器学习导论,2021,清华大学出版社 [http://mlbook.cslt.org] | * 王东，机器学习导论,2021,清华大学出版社 [http://mlbook.cslt.org] | ||
* Christopher M. Bishop, Neural Networks for Pattern Recognition [https://www.amazon.com/Networks-Recognition-Advanced-Econometrics-Paperback/dp/0198538642] | * Christopher M. Bishop, Neural Networks for Pattern Recognition [https://www.amazon.com/Networks-Recognition-Advanced-Econometrics-Paperback/dp/0198538642] | ||
* Christopher M. Bishop, Pattern Recognition and Machine Learning [https://www.amazon.com/-/es/Christopher-M-Bishop/dp/0387310738/ref=d_pd_sbs_sccl_3_3/143-3751675-4420139?pd_rd_w=2LB2s&content-id=amzn1.sym.3676f086-9496-4fd7-8490-77cf7f43f846&pf_rd_p=3676f086-9496-4fd7-8490-77cf7f43f846&pf_rd_r=XM3AJDN6MSM89CR1ZFV7&pd_rd_wg=QjVJC&pd_rd_r=10293f3a-8b44-4f6d-b6ee-9595387e2f18&pd_rd_i=0387310738&psc=1] | * Christopher M. Bishop, Pattern Recognition and Machine Learning [https://www.amazon.com/-/es/Christopher-M-Bishop/dp/0387310738/ref=d_pd_sbs_sccl_3_3/143-3751675-4420139?pd_rd_w=2LB2s&content-id=amzn1.sym.3676f086-9496-4fd7-8490-77cf7f43f846&pf_rd_p=3676f086-9496-4fd7-8490-77cf7f43f846&pf_rd_r=XM3AJDN6MSM89CR1ZFV7&pd_rd_wg=QjVJC&pd_rd_r=10293f3a-8b44-4f6d-b6ee-9595387e2f18&pd_rd_i=0387310738&psc=1] | ||
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
演示链接
开发者资源
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]
