arXiv Open Access 2020

GAMA: a General Automated Machine learning Assistant

Pieter Gijsbers Joaquin Vanschoren

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Abstrak

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.

Topik & Kata Kunci

cs.LG stat.ML

Penulis (2)

Pieter Gijsbers

Joaquin Vanschoren

Format Sitasi

APA MLA BibTeX

Gijsbers, P., Vanschoren, J. (2020). GAMA: a General Automated Machine learning Assistant. https://arxiv.org/abs/2007.04911

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Informasi Jurnal

Tahun Terbit: 2020
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓