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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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Detalles Bibliográficos
Autores principales: Gokmen, Tayfun, Onen, Murat, Haensch, Wilfried
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5641314/
https://www.ncbi.nlm.nih.gov/pubmed/29066942
http://dx.doi.org/10.3389/fnins.2017.00538