Amazon SageMaker Autopilot: a white box AutoML solution at scale

Piali Das, Nikita Ivkin, Tanya Bansal, Laurence Rouesnel, Philip Gautier, Zohar S. Karnin, Leo Dirac, Lakshmi Ramakrishnan, Andre Perunicic, Iaroslav Shcherbatyi, Wilton Wu, Aida Zolic, Huibin Shen, Amr Ahmed, Fela Winkelmolen, Miroslav Miladinovic, Cédric Archembeau, Alex Tang, Bhaskar Dutt, Patricia Grao, Kumar Venkateswar. Amazon SageMaker Autopilot: a white box AutoML solution at scale. In Sebastian Schelter, Steven Whang, Julia Stoyanovich, editors, Proceedings of the Fourth Workshop on Data Management for End-To-End Machine Learning, In conjunction with the 2020 ACM SIGMOD/PODS Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020. ACM, 2020. [doi]

Abstract

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