Steffen Albrecht

Wissenschaftlicher Mitarbeiter (Postdoc) at Universität Hamburg

Hamburg, Germany
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Summary

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Senior
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Steffen Albrecht is a physicist-turned-postdoc with 11 years of experience applying machine learning and bioinformatics to real-world problems, currently researching at Universität Hamburg after leading deep-learning pipelines for antimicrobial resistome detection at the Friedrich-Loeffler-Institut. He consults on AI strategy for government-affiliated scientists through the KIDA initiative, translating complex data science methods into practical workflows for food and agriculture. His background in high-energy physics and contributions to Monte Carlo production tooling for the CMS collaboration reflect strong scripting and pipeline automation skills across Python, shell, and ROOT-based environments. Comfortable bridging academia, government, and open-source projects, he combines rigorous statistical thinking with hands-on implementation to push detection and reproducibility in metagenomic analysis.
code11 years of coding experience
bookDr. rer. nat., Physik, Dr. rer. nat., Physik at University of Hamburg
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Github Skills (11)

simulations10
simulation10
sh10
script10
high-energy-physics10
shell10
python10
monte-carlo10
scripting10
root-view8
document-root8

Programming languages (5)

C++JavaScriptNextflowRubyPython

Github contributions (5)

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cms-sw/genproductions

Nov 2017 - Oct 2021

Generator fragments for MC production
Role in this project:
userBackend Developer
Contributions:1 review, 41 commits, 17 PRs in 3 years 11 months
Contributions summary:Steffen primarily focused on modifying and maintaining scripts and configuration files related to Monte Carlo (MC) production within the generator framework. Their commits involved changes to Python scripts for gridpack generation, adjustments to shell scripts used in the MadGraph5_aMCatNLO environment, and modifications to physics analysis code, like cut configurations within the ROOT framework. These changes suggest contributions towards streamlining the production process and ensuring the proper generation and analysis of simulated events for high-energy physics research.
productionfragments
stalbrec/genproductions

Nov 2017 - Feb 2022

Generator fragments for MC production
Contributions:44 pushes, 61 branches in 4 years 4 months
productionfragments
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Steffen Albrecht - Wissenschaftlicher Mitarbeiter (Postdoc) at Universität Hamburg