FLASH: Fast Bayesian Optimization for Data Analytic Pipelines

Abstract

Modern data science relies on data analytic pipelines to organize interdependent computational steps. Such analytic pipelines often involve different algorithms across multiple steps, each with its own hyperparameters. To achieve the best performance, it is often critical to select optimal algorithms and to set appropriate hyperparameters, which requires… (More)
DOI: 10.1145/2939672.2939829

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05010015020162017
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Cite this paper

@inproceedings{Zhang2016FLASHFB, title={FLASH: Fast Bayesian Optimization for Data Analytic Pipelines}, author={Yuyu Zhang and Mohammad Taha Bahadori and Hang Su and Jimeng Sun}, booktitle={KDD}, year={2016} }