GAMA: A General Automated Machine Learning Assistant

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

17 Citaten (Scopus)

Samenvatting

The General Automated Machine learning Assistant (GAMA) is a modular AutoML system developed to empower users to track and control how AutoML algorithms search for optimal machine learning pipelines, and facilitate AutoML research itself. In contrast to current, often black-box systems, GAMA allows users to plug in different AutoML and post-processing techniques, logs and visualizes the search process, and supports easy benchmarking. It currently features three AutoML search algorithms, two model post-processing steps, and is designed to allow for more components to be added.
Originele taal-2Engels
TitelMachine Learning and Knowledge Discovery in Databases. Applied Data Science and Demo Track - European Conference, ECML PKDD 2020, Proceedings
RedacteurenYuxiao Dong, Georgiana Ifrim, Craig Saunders, Sofie van Hoecke, Dunja Mladenic
UitgeverijSpringer
Pagina's560-564
Aantal pagina's5
ISBN van elektronische versie978-3-030-67670-4
ISBN van geprinte versie9783030676698
DOI's
StatusGepubliceerd - feb. 2021

Publicatie series

NaamLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12461 LNAI
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Bibliografische nota

Accepted for the ECML-PKDD 2020 Demo Track

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