Training Deep Convolutional Neural Networks with Resistive Cross-Point Devices

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...

Полное описание

Библиографические подробности
Главные авторы:	Tayfun Gokmen, Murat Onen, Wilfried Haensch
Формат:	Статья
Язык:	English
Опубликовано:	Frontiers Media S.A. 2017-10-01
Серии:	Frontiers in Neuroscience
Предметы:	convolutional neural networks (CNN) resistive processing unit (RPU) deep neural network deep learning resistive switching resistive random access memory (RRAM)
Online-ссылка:	http://journal.frontiersin.org/article/10.3389/fnins.2017.00538/full

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