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龙星计划课程-深度学习 天津大学 7月2日-7月5日
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Lecturer Li Deng Microsoft Research Redmond
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What is Deep Learning? A class of machine learning techniques that exploit many layers of non-linear information processing for supervised or unsupervised feature extraction and transformation, and for pattern analysis and classification.
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History of Deep Learning
Hinton, G. E. and Salakhutdinov, R. R Reducing the dimensionality of data with neural networks. Science, Vol no. 5786, pp , 28 July 2006.
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Unsupervised feature learning
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Motivated by Neuroscience
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What Types of Problems Fit (not fit) Deep Learning
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Models DBN (Deep belief network) BM(Boltzmann machine)
RBM(Restricted Boltzmann machine) DNN(Deep neural network) Deep auto-encoder
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Thank you!
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