Learning Curves for Analysis of Deep Networks
Derek Hoiem 1 Tanmay Gupta 2 Zhizhong Li 1 Michal M. Shlapentokh-Rothman 1
Abstract trapolate rather than evaluate and have typically required
large-scale experiments that are outside the computational
Learning curves model a classifier’s test error as a
budgets of many research groups.
function of the number of training samples. Prior
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