Towards Task and Architecture-Independent Generalization Gap Predictors

Scott Yak, Javier Gonzalvo, Hanna Mazzawi

Can we use deep learning to predict when deep learning works? Our results suggest the affirmative. We created a dataset by training 13,500 neural networks with different architectu…