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The lottery ticket hypothesis , states that a randomly-initialized network consists of a smaller subnetwork such that, when trained in isolation, can compete with the efficiency of the original network. Because fat networks have exponentially more element 파워볼사이트 subnetworks, beginning from a fatter network increases the helpful number of lottery tickets, thereby escalating the probabilities of containing a winning ticket. According to this hypothesis, pruning successfully identifies the subcomponent which is the winning ticket.
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In practice, neural networks tend to be significantly over-parameterized. Distillation and 파워볼 pruningrely on the truth that parameters can be lowered while preserving accuracy. Even with enough capacity to memorize coaching information, networks naturally tend to discover simpler functions. Contemporary experience and our random reinitialization experiments suggest that huge networks are simpler to train than small ones.
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