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marvinklimke/README.md

Hi there, I'm Marvin Klimke 👋

Machine Learning Engineer specializing in bridging the gap between deep learning research and safety-critical automotive deployment.


📊 What's up with the Contribution Graph?

Note: My public GitHub contribution graph looks a bit quiet because my daily work happens behind the closed doors of a major German automotive manufacturer.

🚗💨 I solemnly swear that my GitHub Enterprise graph is a lush, vibrant forest of green with well over 1,000 contributions this year. Trust me, the code is moving!


🚀 About Me

  • 🏎️ Current Role: Machine Learning Engineer at BMW, bringing AI-based automated driving to production.
  • 🔬 Past Life: Research Engineer at Bosch Research, working on the future of connected mobility and AI-based radar perception.
  • 🎓 Education: Ph.D. in Computer Engineering from Ulm University and M.Sc. from RWTH Aachen University.
  • 🎯 Current Mindset: Research [▬▬▬▬▬▬▬▬▬▬▬▬⚡️▬▬▬] Production (roughly 80% shipping code, 20% reading papers)

🛠️ Tech Stack & Expertise

C++ PyTorch Python Git Linux

Domain Focus areas
Machine Learning End-to-End Automated Driving, Data Curation, Model Optimization, Deployment
Embedded & Systems Safety-Critical Software Architecture, Modern Embedded C++, Vehicle Testing
Automotive Safety ISO 26262, Dependability, MISRA C++

📜 Selected Publications

  • Real-World Evaluation of two Cooperative Intersection Management Approaches Marvin Klimke, Max Bastian Mertens, Benjamin Völz, Michael BuchholzIEEE Intelligent Transportation Systems Magazine, 2026. DOI / arXiv
  • Automatic Intersection Management in Mixed Traffic Using Reinforcement Learning and Graph Neural Networks Marvin Klimke, Benjamin Völz, Michael BuchholzIEEE Intelligent Vehicles Symposium (IV), 2023. DOI / arXiv
  • Predicting the Time Until a Vehicle Changes the Lane Using LSTM-Based Recurrent Neural Networks Florian Wirthmüller, Marvin Klimke, Julian Schlechtriemen, Jochen Hipp, Manfred ReichertIEEE Robotics and Automation Letters, 2021. DOI / arXiv

📈 What I'm Up To & How I Work

  • 🛠️ Deep Learning to Production: Bringing deep learning models for end-to-end automated driving to series automotive hardware.
  • 🤝 Team Enabling & Collaboration: Acting as a bridge between research teams, product owners, and embedded developers. I actively drive knowledge sharing, moderate technical alignments, and streamline interfaces across diverse stakeholders to keep engineering moving fast.
  • 🔒 Safety First: Ensuring that Claude, GPT, and friends stay in the passenger seat and never compromise on our safety goals.
  • 🚴 Off the Grid: Outside of IDEs, you can usually find me cycling on the weekend or pushing my limits on a running trail.

🎲 Trivia & Fun Facts

  • 🔢 Erdős Number: 4 (via my co-authors during my time at Mercedes Benz).
  • ⌚ Garmin Telemetry: Currently averaging 10,632 steps/day and climbing roughly 194 floors per week.
  • ⛷️ Downhill Skiing Vmax: 85.8 km/h (in the Austrian Alps)

📫 Let's Connect

Building AI that doesn’t just run in the cloud, but actually hits the road.

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