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Jul, 2022
MAPIE：基于开源库的无分布不确定性量化
MAPIE: an open-source library for distribution-free uncertainty quantification
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Vianney Taquet, Vincent Blot, Thomas Morzadec, Louis Lacombe, Nicolas Brunel
TL;DR
介绍了一个名为MAPIE的Python库，用于评估机器学习模型的鲁棒性和预测能力，实现了符合要求的预测方法，可处理回归和分类等任务，并与scikit-learn兼容。
Abstract
Estimating uncertainties associated with the predictions of
machine learning
(ML) models is of crucial importance to assess their robustness and predictive power. In this submission, we introduce
mapie
(Model Agn
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