Search Results for author: Bilge Celik

Found 2 papers, 1 papers with code

Online AutoML: An adaptive AutoML framework for online learning

no code implementations24 Jan 2022 Bilge Celik, Prabhant Singh, Joaquin Vanschoren

For this purpose, we design an adaptive Online Automated Machine Learning (OAML) system, searching the complete pipeline configuration space of online learners, including preprocessing algorithms and ensembling techniques.

AutoML BIG-bench Machine Learning

Adaptation Strategies for Automated Machine Learning on Evolving Data

1 code implementation9 Jun 2020 Bilge Celik, Joaquin Vanschoren

To that end, we propose 6 concept drift adaptation strategies and evaluate their effectiveness on different AutoML approaches.

AutoML Bayesian Optimization +1

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