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Jan, 2018
分层 TPOT：加快基于树的管道优化
Layered TPOT: Speeding up Tree-based Pipeline Optimization
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Pieter Gijsbers, Joaquin Vanschoren, Randal S. Olson
TL;DR
本研究介绍了一种改进版的自动机器学习工具 Layered TPOT，它采用了修改过的进化算法来根据适应度对候选pipeline进行评估，并在不同样本大小的pipeline之间提供分离的比较，从而在更短的时间内获得与TPOT一样优秀的pipeline模型。
Abstract
With the demand for machine learning increasing, so does the demand for tools which make it easier to use.
automated machine learning
(
automl
) tools have been developed to address this need, such as the
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