Online deep learning: Learning deep neural networks on the fly

Deep Neural Networks (DNNs) are typically trained by backpropagation in a batch setting, requiring the entire training data to be made available prior to the learning task. This is not scalable for many real-world scenarios where new data arrives sequentially in a stream. We aim to address an open c...

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Bibliographic Details
Main Authors: SAHOO, Doyen, PHAM, Hong Quang, LU, Jing, HOI, Steven C. H.
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2018
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Online Access:https://ink.library.smu.edu.sg/sis_research/4083
https://ink.library.smu.edu.sg/context/sis_research/article/5086/viewcontent/7._May01_2018___Online_Deep_Learning_Learning_Deep_Neural_Networks_on_the_Fly__IJCAI2018_.pdf
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Institution: Singapore Management University
Language: English
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