AdaSelection: Accelerating Deep Learning Training through Data Subsampling

Minghe Zhang, Chaosheng Dong, Jinmiao Fu +8

In this paper, we introduce AdaSelection, an adaptive sub-sampling method to identify the most informative sub-samples within each minibatch to speed up the training of large-scale…