Sven Elflein
PhD Candidate
Munich, Bavaria, Germany
Summary
👤
Senior🎓
Top SchoolSven Elflein is a PhD candidate in Computer Science with nine years of industry experience focused on computer vision, uncertainty-aware deep learning, and prediction for autonomous systems. He has worked across research and engineering roles at NVIDIA, Argo AI, Volkswagen, and Autonomous Intelligent Driving, bridging academic rigor from TUM and U of Toronto with production-oriented software development. His background uniquely combines doctoral research ambitions with hands-on deployment experience in safety-critical perception stacks for autonomous vehicles. Based in Munich and now at the University of Toronto, he brings a pragmatic approach to modeling uncertainty in data-driven pipelines that improves robustness in real-world prediction tasks. Colleagues describe him as someone who moves fluidly between prototyping novel algorithms and hardening them for large-scale systems.
9 years of coding experience
2 years of employment as a software developer
Master of Science - MS, Computer Science, Master of Science - MS, Computer Science at Technical University of MunichDoctor of Philosophy, Computer Science, Doctor of Philosophy, Computer Science at University of TorontoBachelor of Science - BS, Computer Science, Bachelor of Science - BS, Computer Science at The Julius Maximilians University of Würzburg
Github Skills (108)
python10
solver10
deep-learning10
window-manager10
hydra10
ai10
lightning10
artificial-intelligence10
pytorch10
lifecycle10
machine-learning10
pytorch-lightning10
scaling10
tiling10
object-tracking9
Programming languages (8)
Github contributions (5)
selflein/selflein.github.io
Aug 2020 - Nov 2024
:sparkles: Build a beautiful and simple website in literally minutes. Demo at https://beautifuljekyll.com
Contributions:15 pushes, 8 branches in 4 years 3 months
csssimple-websiteminutessparkles
selflein/EBM-OOD-Detection
Dec 2020 - Sep 2021
Contributions:158 commits, 20 pushes, 1 comment in 10 months
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