18 citations · 71 across the 14 of their papers we have counts for
4 papers · 1 filter
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…
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…
Interleaver Design for Deep Neural Networks
Sourya Dey, Peter A. Beerel, Keith M. Chugg
We propose a class of interleavers for a novel deep neural network (DNN) architecture that uses algorithmically pre-determined, structured sparsity to significantly lower memory an…
Characterizing Sparse Connectivity Patterns in Neural Networks
Sourya Dey, Kuan-Wen Huang, Peter A. Beerel +1
We propose a novel way of reducing the number of parameters in the storage-hungry fully connected layers of a neural network by using pre-defined sparsity, where the majority of co…