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This suggests that the added redundancy of an overly wide network is somehow valuable in instruction. In this paper, Frankle and Carbin present the lottery ticket hypothesis to explain these observations. According to the hypothesis, fantastic performance 파워볼 outcomes from lucky initialization of a subnetwork or subcomponent of the original network. We take into consideration this phenomenon from the point of view of the lottery ticket hypothesis.
Procedures for eliminating unnecessary weights and coaching compact networks to mimic substantial ones ) demonstrate that the number of parameters can be decreased by much more than 90% even though maintaining accuracy. Performing so diminishes the size or power consumptionof educated networks, generating inference additional effective. If a network can be so compressed, then the function it learned can be represented by a far smaller network than that used for the duration of training. Why, then, do we train significant networks when we could strengthen efficiency by education smaller sized networks as an alternative? In practice, significant networks are less difficult to train from the get started than smaller ones.
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Then we encode one hundred examples from each GLUE job, produce the interest maps for each and every BERT head, and use our educated classifiers to estimate how several patterns of each kind we get. On the annotated data, the classifiers yield F1 of .81 for the raw attention maps and .74 for the weight-normed maps. Once once again, the prediction of the Lottery Ticket Hypothesis is that the "good" subnetworks should really be in a position to achieve the full model efficiency when re-fine-tuned. Applying procedures such as this would enable machine finding out practitioners to be concerned much less about the training of the model but rather concentrate on discovering the ideal mask to use for the model.
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