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Filtering by: Creator Halber, Max Remove constraint Creator: Halber, Max Committee Member Tyler, Brett Remove constraint Committee Member: Tyler, Brett Contributor Wu, Wenxuan Remove constraint Contributor: Wu, Wenxuan

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  • Leveraging Structures of the Data in Deep Learning

    Creator:
    Li, Xingyi
    Abstract:
    The performance of deep learning frameworks could be significantly improved through considering the particular underlying structures for each dataset. In this thesis, I summarize our three work about boosting the performance of deep learning models through leveraging structures of the data. In the first work, we theoretically justify that, for...
    Resource Type:
    Dissertation
    Full Text:
    . . . . . . . . . . . . . . . . . . . 12 2.3.3 Accounting for Max-Pooling by Average Pooling . . . . . . . . . . 13 2.4 Problem Domains