Nils Kober

Doctoral Researcher at The University of Freiburg

Freiburg im Breisgau, Baden-Württemberg, Germany
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Summary

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Senior
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Top School
Nils Kober is a doctoral researcher at the University of Freiburg who blends eleven years of practical experience with deep mathematical and computer science training to advance transfer learning and nonparametric, shape-constrained estimation. His work in the Collaborative Research Center 1597 Small Data focuses on statistically principled methods for leveraging auxiliary information in low-data regimes, building on prior research integrating priors into Neural Pipeline Search. Comfortable moving between theory and applied engineering, he has contributed to railway-tunnel track detection and gauge estimation in industry and implemented prior/knowledge integration for AutoML tooling. Fluent in both rigorous mathematics and hands-on software development, Nils combines a researcher’s curiosity with an engineer’s attention to reproducible code and real-world measurement data.
code11 years of coding experience
job4 years of employment as a software developer
bookDoctoral Candidate, Mathematics, Doctoral Candidate, Mathematics at The University of Freiburg
bookExchange student (ERASMUS+), Mathematics, Exchange student (ERASMUS+), Mathematics at École normale supérieure de Lyon
bookAbitur, Abitur at Montessori Zentrum ANGELL Freiburg
languagesEnglish, German, French
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Github Skills (7)

neural-architecture-search9
automl8
hyperparameter-optimization7
deep-learning7
slurm5
python4
hyperparameters1

Programming languages (1)

Python

Github contributions (5)

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nilskober/mf-prior-bench

Feb 2023 - Jul 2023

This fork uses jahsbench 1.0.2. (on newer versions in the future) instead of 1.0.0. to solve numpy version conflicts with other packages. Also it allows to be used with python <3.11 instead of <=3.10.
Contributions:7 pushes in 5 months
Contributions:20 pushes in 6 days
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