Search Results for author: Mohamed Amer

Found 5 papers, 0 papers with code

Bit-Regularized Optimization of Neural Nets

no code implementations ICLR 2018 Mohamed Amer, Aswin Raghavan, Graham W. Taylor, Sek Chai

Our key idea is to control the expressive power of the network by dynamically quantizing the range and set of values that the parameters can take.

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BitNet: Bit-Regularized Deep Neural Networks

no code implementations16 Aug 2017 Aswin Raghavan, Mohamed Amer, Sek Chai, Graham Taylor

The parameters of neural networks are usually unconstrained and have a dynamic range dispersed over all real values.

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Low Precision Neural Networks using Subband Decomposition

no code implementations24 Mar 2017 Sek Chai, Aswin Raghavan, David Zhang, Mohamed Amer, Tim Shields

In this paper, we present a unique approach using lower precision weights for more efficient and faster training phase.

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