Anton Baumann

Research Assistant at Aalto University

Munich, Bavaria, Germany
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Summary

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Senior
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Top School
Anton Baumann is a research-focused machine learning engineer and Master's student at TUM currently writing his thesis at ETH Zürich, with eight years of hands-on experience spanning probabilistic ML, vision-language models, and geospatial earth-observation applications. He has contributed to high-profile venues (NeurIPS workshops, ICCVW) and built practical systems from geometric deep learning for molecular property prediction to a provisional-patent-backed optical-flow extension for curved surfaces. His work blends rigorous probabilistic modeling and applied engineering—implementing uncertainty-aware pixel-wise regression for satellite imagery and production-ready tooling in Go for ad-tech. Selected competitively for research roles (1 of 69 from 4,300 applicants), Anton thrives at the intersection of research and production, often turning theoretical ideas into reproducible code and peer-reviewed publications.
code8 years of coding experience
job4 years of employment as a software developer
bookMaster's degree Computer Science, Master's degree Computer Science at KTH Royal Institute of Technology
bookBachelor of Science - BS Computer Science and Mathematics, Bachelor of Science - BS Computer Science and Mathematics at Technical University of Munich
bookAbitur, Abitur at Humanistisches Wilhelmsgymnasium München
languagesGerman, Latin, altgriechisch, English
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Github Skills (52)

structures10
music10
musicbrainz9
porter-stemmer9
organizer9
snowball9
cli9
image-resizing8
python8
stemming8
image7
language-processing7
script7
nlp6
naming-conventions6

Programming languages (7)

TypeScriptScalaJavaScriptGoJupyter NotebookPythonCuda

Github contributions (5)

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Bulk image resizing script written in Python.
Contributions:4 releases, 1 PR, 27 pushes in 3 years 5 months
scriptimagepythonimage-resizingimage-processing
encore-fm/frontend

Apr 2020 - Dec 2020

Frontend to: https://github.com/encore-fm/backend
Contributions:4 releases, 7 reviews, 49 commits in 8 months
reactvuebackendfrontendencore
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Anton Baumann - Research Assistant at Aalto University