深度学习-入门导读

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Stanford

  1. Stanford Deep Learning tutorials DL_tutorials
  2. Tutorials by Andrew Ng DL11-2015 DL22-2015

Google Brain

  1. Jeffrey Dean et al. "Large scale distributed deep networks." NIPS 2012. Abstract L-BFGS_Paper
  2. Jeff Dean, Large-Scale Deep Learning for Intelligent Computer Systems, WSDM 2016. WSDM_keynote
  3. TensorFlow: A System for Large-Scale Machine Learning, OSDI 2016. Abstract TensorFlow_OSDI2016_Paper

Nature/Science

  1. D. E. Rumelhart, G. E. Hinton, and R. J. Williams. "Learning representations by back-propagating errors." Nature 323.6088:533-536, 1986. SGD
  2. Yann LeCun, Yoshua Bengio, and Geoffrey Hinton. "Deep learning." Nature 521(7553), pp:436-444, 2015. Deep_Learning_Nature

书籍

  1. Yoshua Bengio, Ian Goodfellow, Aaron Courville, Deep Learning, MIT Press, 2016. DeepLearningBook
  2. Yu, Dong, and Li Deng. Automatic speech recognition: A deep learning approach. Springer, 2014.
  3. Deng, Li, and Dong Yu. "Deep learning: methods and applications." Foundations and Trends® in Signal Processing 7, no. 3–4 (2014): 197-387.
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