most citedAccelerating Training of Deep Neural Networks via Sparse Edge Processing

6 citations · 8 across the 2 of their papers we have counts for

collaborators

3 papers

cs.LG2020

Deep-n-Cheap: An Automated Search Framework for Low Complexity Deep Learning

Sourya Dey, Saikrishna C. Kanala, Keith M. Chugg +1

We present Deep-n-Cheap -- an open-source AutoML framework to search for deep learning models. This search includes both architecture and training hyperparameters, and supports con…

cs.LG2017★ 2 cited

Pricing Football Players using Neural Networks

Sourya Dey

We designed a multilayer perceptron neural network to predict the price of a football (soccer) player using data on more than 15,000 players from the football simulation video game…

cs.NE2017★ 6 cited

Accelerating Training of Deep Neural Networks via Sparse Edge Processing

Sourya Dey, Yinan Shao, Keith M. Chugg +1

We propose a reconfigurable hardware architecture for deep neural networks (DNNs) capable of online training and inference, which uses algorithmically pre-determined, structured sp…