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After a critical review of the established techniques for Data Parallel training from both a distributed computing and deep learning perspective, a novel approach based on nearest-neighbour communications ... Moreover, distributed training of deep learning models will happen more and more outside the well-known borders of cloud and HPC infrastructure and will move to edge and mobile platforms. ... Galeazzi, "Hpc4ai, an ai-on- demand federated platform endeavour", in ACM Computing Frontiers, Ischia, Italy, May 2018 Conference on Parallel Distributed and network-based Processing (PDP), Cambridge ...doi:10.5281/zenodo.3516093 fatcat:5uk24pxanjhunlqb26r7j6aarm