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- W3212832912 abstract "We propose a novel technique for faster DNN training which systematically applies sample-based approximation to the constituent tensor operations, i.e., matrix multiplications and convolutions. We introduce new sampling techniques, study their theoretical properties, and prove that they provide the same convergence guarantees when applied to SGD DNN training. We apply approximate tensor operations to single and multi-node training of MLP and CNN networks on MNIST, CIFAR-10 and ImageNet datasets. We demonstrate up to 66% reduction in the amount of computations and communication, and up to 1.37x faster training time while maintaining negligible or no impact on the final test accuracy." @default.
- W3212832912 created "2021-11-22" @default.
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- W3212832912 date "2018-05-01" @default.
- W3212832912 modified "2023-10-18" @default.
- W3212832912 title "Faster Neural Network Training with Approximate Tensor Operations." @default.
- W3212832912 hasPublicationYear "2018" @default.
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