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 (104)
python10
deep-learning10
window-manager10
pretrain10
ai10
artificial-intelligence10
pytorch10
machine-learning10
pytorch-lightning10
tiling10
hydra9
swift9
overlayfs9
gpu9
random-access9
Programming languages (8)
Github contributions (5)
selflein/GraphNN-Multi-Object-Tracking
Jan 2020 - Dec 2021
Unofficial PyTorch implementation of "Learning a Neural Solver for Multiple Object Tracking"
Contributions:2 releases, 28 commits, 2 PRs in 1 year 11 months
object-trackingpytorch
selflein/DeepFill-v2
Aug 2019 - Sep 2021
Unofficial PyTorch Implementation of "Free-Form Image Inpainting with Gated Convolution" published at ICCV 2019.
Contributions:33 commits, 7 PRs, 25 pushes in 2 years 1 month
convolutioninpaintingpytorch
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