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...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Tayfun Gokmen, Murat Onen, Wilfried Haensch
التنسيق: مقال
اللغة:English
منشور في: Frontiers Media S.A. 2017-10-01
سلاسل:Frontiers in Neuroscience
الموضوعات:
الوصول للمادة أونلاين:http://journal.frontiersin.org/article/10.3389/fnins.2017.00538/full