Hyperparameter optimization: Difference between revisions

Revision as of 03:57, 28 December 2017

Revision as of 20:49, 29 December 2017

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===Evolutionary===

* [https://github.com/rhiever/tpot TPOT]<ref name="tpot1">{{cite journal | vauthors = Olson RS, Urbanowicz RJ, Andrews PC, Lavender NA, Kidd L, Moore JH | year = 2016 | title = Automating biomedical data science through tree-based pipeline optimization | url = https://link.springer.com/chapter/10.1007/978-3-319-31204-0_9 | journal = Proceedings of EvoStar 2016 | pages = 123-137 | doi = 10.1007/978-3-319-31204-0_9 }}</ref><ref name="tpot2">{{cite journal | vauthors = Olson RS, Bartley N, Urbanowicz RJ, Moore JH | year = 2016 | title = Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science | url = https://dl.acm.org/citation.cfm?id=2908918 | journal = Proceedings of EvoBIO 2016 | pages = 485-492 | doi = 10.1145/2908812.2908918 }}</ref> is a Python package that automatically creates and optimizes full machine learning pipelines using [[genetic programming]].

* [https://github.com/joeddav/devol devol] is a Python package that performs Deep Neural Network architecture search using [[genetic programming]].