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Jun, 2019
通过代理进行选择: 深度学习的高效数据选择
Selection Via Proxy: Efficient Data Selection For Deep Learning
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Cody Coleman, Christopher Yeh, Stephen Mussmann, Baharan Mirzasoleiman, Peter Bailis...
TL;DR
通过使用小型代理模型,可以在深度学习中实现数据选择的计算效率显著提高。在多个数据集上验证"通过代理选择"方法(SVP),获得了一个数量级的运行时间改进和最终误差不断的结果。
Abstract
data selection
methods such as
active learning
and core-set selection are useful tools for machine learning on large datasets, but they can be prohibitively expensive to apply in
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