no code implementations • 24 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.
1 code implementation • 9 Jun 2020 • Bilge Celik, Joaquin Vanschoren
To that end, we propose 6 concept drift adaptation strategies and evaluate their effectiveness on different AutoML approaches.