Search Results for author: Albert Gural

Found 3 papers, 1 papers with code

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

no code implementations8 Sep 2020 Albert Gural, Phillip Nadeau, Mehul Tikekar, Boris Murmann

The recent success of neural networks for solving difficult decision tasks has incentivized incorporating smart decision making "at the edge."

Computational Efficiency Decision Making +1

Low Rank Training of Deep Neural Networks for Emerging Memory Technology

no code implementations25 Sep 2019 Albert Gural, Phillip Nadeau, Mehul Tikekar, Boris Murmann

The recent success of neural networks for solving difficult decision tasks has incentivized incorporating smart decision making "at the edge."

Computational Efficiency Decision Making +2

Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks

2 code implementations19 Mar 2019 Sambhav R. Jain, Albert Gural, Michael Wu, Chris H. Dick

We propose a method of training quantization thresholds (TQT) for uniform symmetric quantizers using standard backpropagation and gradient descent.

Quantization

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