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Squeezenet and MobileNetsare particularly engineered image-recognition networks that are an order of magnitude smaller sized than standard architectures. Denil et al. represent weight matrices as products of lower-rank components. Li et al. restrict optimization to a small, randomly-sampled subspace of the parameter space they successfully train networks beneath this restriction. We show that one particular 파워볼사이트 will need not even update all parameters to optimize a network, and we obtain winning tickets although a principled search procedure involving pruning. Our contribution to this class of approaches is to demonstrate that modest, trainable networks exist inside bigger networks in the form of winning tickets.
Performing early turnaround prior to iteration 20,000 will prune lots of weights that would otherwise have been in the winning ticket. Our benefits show that late resetting identifies winning tickets for VGG19 and Resnet-18 with no any hyperparameter modification. The green lines in Figure2 show the outcome of applying late resetting to VGG19 at iteration 1,000 and to Resnet-18 at iteration 500 —1.4 epochs each—with the standard hyperparameters for every single network.

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