Deep Learning on a Data Diet: Finding Important Examples Early in Training

Mansheej Paul, Surya Ganguli, Gintare Karolina Dziugaite

Recent success in deep learning has partially been driven by training increasingly overparametrized networks on ever larger datasets. It is therefore natural to ask: how much of th…