Towards Delta Aware Training: Efficient DNN Weight Storage for Resource-Constrained FPGAs

David Peter Federl, Lukas Einhaus, Andreas Erbslöh +1

The deployment of embedded deep neural networks on resource-constrained field programmable gate arrays (FPGAs) is challenging due to limited memory and computational capacities. We…