Training Deep Convolutional Neural Networks with Resistive Cross-Point Devices

In a previous work we have detailed the requirements for obtaining maximal deep learning performance benefit by implementing fully connected deep neural networks (DNN) in the form of arrays of resistive devices. Here we extend the concept of Resistive Processing Unit (RPU) devices to convolutional n...

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Dades bibliogràfiques
Autors principals: Tayfun Gokmen, Murat Onen, Wilfried Haensch
Format: Article
Idioma:English
Publicat: Frontiers Media S.A. 2017-10-01
Col·lecció:Frontiers in Neuroscience
Matèries:
Accés en línia:http://journal.frontiersin.org/article/10.3389/fnins.2017.00538/full

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