Difficulties and approaches in enabling learning-in-memory using crossbar arrays of memristors
Wei Wang,
Yang Li,
Ming Wang
Abstract:Crossbar arrays of memristors are promising to accelerate the deep learning algorithm as a non-von-Neumann architecture, where the computation happens at the location of the memory. The computations are parallelly conducted employing the basic physical laws. However, current research works mainly focus on the offline training of deep neural networks, i.e., only the information forwarding is accelerated by the crossbar arrays. Two other essential operations, i.e., error backpropagation and weight update, are mo… Show more
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