Ivan Pavlov
Principal Machine Learning Engineer at HARMAN International
Munich, Bavaria, Germany
Summary
👤
Senior🎓
Top SchoolIvan Pavlov is a Principal Machine Learning Engineer based in Munich with 9 years of experience applying 3D computer vision, embedded and medical imaging techniques to production-constrained systems. He has led cross-functional, globally distributed teams to deliver real-time, sensor-driven automotive experiences and commodity IoT products—designing everything from modular POI recommenders showcased at CES to mmWave and ToF gesture sensing pipelines for edge devices. His background spans academic research (differentiable rendering, GAN-based ultrasound reconstruction) and hands-on optimization for mobile and embedded platforms, consistently closing the gap between state-of-the-art models and deployable systems. Ivan combines technical leadership with product-facing responsibilities—running data collection campaigns, CI/CD for model deployment, and customer demos at major conferences. Colleagues know him as a rapid learner who pairs curiosity about novel AI techniques with pragmatic constraints engineering, often contributing tooling for large-scale data generation and annotation.
9 years of coding experience
6 years of employment as a software developer
Master of Science - MS Informatics: Biomedical Computing, Master of Science - MS Informatics: Biomedical Computing at Technical University of MunichBioinformatics, Bioinformatics at Bioinformatics Institute, Saint-PetersburgBachelor of Science - BS Medical Physics, Bachelor of Science - BS Medical Physics at Peter the Great St.Petersburg Polytechnic University
Github Skills (11)
cpp8
r8
active-learning8
reinforcement-learning8
machine-learning7
pytorch3d6
vowpal-wabbit6
3d6
deep-learning4
pytorch1
computer-vision1
Programming languages (5)
Github contributions (5)
rvw-org/rvw
May 2018 - Mar 2019
R interface to Vowpal Wabbit
Contributions:1 release, 70 commits, 15 PRs in 9 months
vowpal-wabbitrmachine-learning
ivan-pavlov/RBio
Mar 2017 - Jul 2017
Contributions:15 pushes, 1 branch in 3 months
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