Stefan Heidekrüger
Senior Machine Learning Researcher at Buynomics
Munich, Bavaria, Germany
Summary
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Senior🎓
Top SchoolStefan Heidekrüger is a Senior Machine Learning Researcher and full-stack AI engineer with a decade of experience building production GenAI applications and research-driven RL solutions, currently leading ML efforts at Buynomics after guiding internal GenAI platforms at Munich Re. He holds a PhD candidacy from TUM where his research bridged deep and multi-agent reinforcement learning with market design and algorithmic game theory, studying equilibria and incentive structures in n-player incomplete-information games. Stefan combines strong applied engineering (production ML, predictive maintenance, large-scale analytics) with rigorous theoretical work, and has taught and co-developed large university courses in business analytics and machine learning. He has a track record across industry and academia—Telefónica, SAP, Helmholtz—and experience shipping systems in Scala/Spark, Python, and statistical toolchains. Notably, his research emphasizes computability of strategic behavior via self-play, an angle that informs both his product-led GenAI work and academic output.
10 years of coding experience
10 years of employment as a software developer
Nanodegree Artificial Intelligence, Nanodegree Artificial Intelligence at UdacityExchange Student (MSc Engineering Physics) Machine Learning Applied Mathematics, Exchange Student (MSc Engineering Physics) Machine Learning Applied Mathematics at KTH Royal Institute of TechnologyDr. rer. nat. / Ph.D. Machine Learning / Market Design / Algorithmic Game Theory, Dr. rer. nat. / Ph.D. Machine Learning / Market Design / Algorithmic Game Theory at Technical University of MunichATHENS Programme - Trends in Information & Communication Technology March 2014, ATHENS Programme - Trends in Information & Communication Technology March 2014 at Télécom ParisHong Kong University of Science and Technology (HKUST)ATHENS Programme - Geointelligence for Natural Resource Extraction and Sustainable Mgmt March 2016, ATHENS Programme - Geointelligence for Natural Resource Extraction and Sustainable Mgmt March 2016 at Mines Paris - PSL
Stackoverflow
1,696reputation
89kreached
37answers
5questions
Github Skills (82)
python10
deep-learning10
gpu10
lottery10
docking10
sealed10
machine-learning10
r9
secure-computation9
numpy9
neural-network9
dplyr9
application9
science9
gpu-acceleration9
Programming languages (7)
Github contributions (5)
heidekrueger/bnelearn
Sep 2018 - Nov 2022
A Framework for Equilibrium Learning in Sealed-Bid Auctions
Contributions:3 releases, 1 review, 683 commits in 4 years 2 months
bidlotteryequilibriumdockingsealed
heidekrueger/Sonar
Oct 2017 - May 2020
Decentralized Machine Learning Server (hosted on Blockchain)
Contributions:3 pushes, 2 branches in 2 years 7 months
hostedblockchainmachine-learningdecentralizeddecentralized-machine-learning
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