深度学习-入门导读

Stanford

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

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(1986):533-536. 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