A quantitative study of deep learning training on heterogeneous supercomputers

J Han, L Xu, M Rafique, AR Butt, SH Lim - 2019 - osti.gov
Deep learning (DL) has become a key technique for solving complex problems in scientific
research and discovery. DL training for science is substantially challenging because it has to …

Towards a Resource Efficient Framework for Distributed Deep Learning Applications

J Han - 2022 - vtechworks.lib.vt.edu
Distributed deep learning has achieved tremendous success for solving scientific problems
in research and discovery over the past years. Deep learning training is quite challenging …