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Filtering by: Creator Schlieder, Tyler D. Remove constraint Creator: Schlieder, Tyler D. Contributor Fern, Xiaoli Z. Remove constraint Contributor: Fern, Xiaoli Z.

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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:
    , Dr. Prasad Tadepalli, and Dr. Brett Tyler. Thank you for your time and discussions during any exams

  • The Application of Machine Learning Techniques on Marine Science Models

    Creator:
    Ellenson, Ashley
    Abstract:
    A variety of stakeholders require information about marine systems. In the open ocean, pilots of marine vessels require knowledge about environmental conditions for safe passage and route planning. On the coastline, communities rely on information about nearshore dynamics to increase safety from coastal hazards such as nearshore pollutants, coastal erosion,...
    Resource Type:
    Dissertation
    Full Text:
    overall simplex; (d) shows the composite images fed into the CNN (i.e., the cropped sub-images from (a