Search Results for author: Kevin Siu

Found 2 papers, 0 papers with code

DPRed: Making Typical Activation and Weight Values Matter In Deep Learning Computing

no code implementations17 Apr 2018 Alberto Delmas, Sayeh Sharify, Patrick Judd, Kevin Siu, Milos Nikolic, Andreas Moshovos

The per group precisions are selected statically for the weights and dynamically by hardware for the activations.

Loom: Exploiting Weight and Activation Precisions to Accelerate Convolutional Neural Networks

no code implementations23 Jun 2017 Sayeh Sharify, Alberto Delmas Lascorz, Kevin Siu, Patrick Judd, Andreas Moshovos

LM can trade-off accuracy for additional improvements in execution performance and energy efficiency and compares favorably to an accelerator that targeted only activation precisions.

Image Classification

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