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  • 天元讲堂(12.10): Deep Learning: An Introduction from perspective of applied mathematics
  • 浏览量:10 发布人: 发布时间:2018-12-06
  • Title:  Deep Learning: An Introduction from perspective of applied mathematics

    Speaker:ProfHui JI, 

    Department of Mathematics, National University of Singapore

    Date:2018/12/10, Monday, 10:00-11:00

    Venue:览秀楼105

    Abstract: The recent rapid progress in data sciences and artificial intelligence largely relies on the advances of deep learning techniques, together with the availability of large datasets and specific hardware (GPU). This talk targets general audience who are keen to knowing about deep learning by providing a brief introduction to the basic ideas that underlie deep learning from an applied mathematics perspective. In particularly, we will focus on mathematical interpretation of the core concepts of deep learning, notably in calculus, approximation theory, optimization and harmonic  analysis. Three fundamental questions will be touched in this talk: what is a deep neural network? how it is different from other modelling techniques network trained? What challenges we are facing when training a deep neural network.



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