Marc Becker
About
I am working on the mlr3 project as a research software engineer and mainly responsible for the optimization packages.
I obtained a Bachelor's Degree (B.Sc.) in Geography from the Freie Universität Berlin and a Master's Degree (M.Sc.) in Geoinformatics from the Friedrich-Schiller-Universität Jena.
Contact
Institut für Statistik
Ludwig-Maximilians-Universität München
Ludwigstraße 33
D-80539 München
marc.becker [at] stat.uni-muenchen.de
Research Interests
- Black-Box Optimization
- Machine Learning
- Hyperparameter Tuning
- Geostatistics
- Remote Sensing
You Can Find me on
Software (Selection)
References
- Fischer S, Zobolas J, Sonabend R, Becker M, Lang M, Binder M, Schneider L, Burk L, Schratz P, Jaeger BC, Lauer SA, Kapsner LA, Mücke M, Wang Z, Pulatov D, Ganz K, Funk H, Harutyunyan L, Camilleri P, Kopper P, Bender A, Bischl B, Zhou B, German N, Koers L, Nazarova A (2025) mlr3extralearners: Expanding the Mlr3 Ecosystem with Community-Driven Learner Integration. Journal of Open Source Software 10, 8331.
link|pdf. - Dandl S, Becker M, Bischl B, Casalicchio G, Bothmann L (2024) mlr3summary: Concise and interpretable summaries for machine learning models. Proceedings of the Demo Track of the 2nd World Conference on eXplainable Artificial Intelligence.
link|pdf. - Bischl B, Binder M, Lang M, Pielok T, Richter J, Coors S, Thomas J, Ullmann T, Becker M, Boulesteix A-L, Deng D, Lindauer M (2023) Hyperparameter Optimization: Foundations, Algorithms, Best Practices, and Open Challenges. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, e1484.
- Moosbauer J, Binder M, Schneider L, Pfisterer F, Becker M, Lang M, Kotthoff L, Bischl B (2022) Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers. IEEE Transactions on Evolutionary Computation 26, 1336–1350.
link | pdf. - Becker M, Binder M, Bischl B, Lang M, Pfisterer F, Reich NG, Richter J, Schratz P, Sonabend R (2021) mlr3 book.
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