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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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Presentation on theme: "龙星计划课程-深度学习 天津大学 7月2日-7月5日."— Presentation transcript:

1 龙星计划课程-深度学习 天津大学 7月2日-7月5日

2 Lecturer Li Deng Microsoft Research Redmond

3 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.

4 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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7 Unsupervised feature learning

8 Motivated by Neuroscience

9 What Types of Problems Fit (not fit) Deep Learning

10 Models DBN (Deep belief network) BM(Boltzmann machine)
RBM(Restricted Boltzmann machine) DNN(Deep neural network) Deep auto-encoder

11 Thank you!


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