Low-Rank Training of Deep Neural Networks for Emerging Memory Technology

8 Sep 2020Albert GuralPhillip NadeauMehul TikekarBoris Murmann

The recent success of neural networks for solving difficult decision talrt has incentivized incorporating smart decision making "at the edge." However, this work has traditionally focused on neural network inference, rather than training, due to memory and compute limitations, especially in emerging non-volatile memory systems, where writes are energetically costly and reduce lifespan... (read more)

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