Andrei Goncharov
@andreigoncharov
Machine Learning Engineer with 5+ years of experience in medical imaging.
What I'm looking for
I am a Machine Learning Engineer with over 5 years of experience specializing in medical imaging, deep learning, and product deployment. My work has had a proven impact, delivering TÜV-certified AI tools that are utilized in over 100 radiology clinics. I excel in building end-to-end machine learning pipelines and have a strong background in cloud infrastructure and real-world healthcare data.
At Floy GmbH, I built scalable ML pipelines for MRI and CT data, overseeing the entire process from acquisition and annotation to deployment. My contributions included designing and validating models for pathology detection, which led to the development of five TÜV-certified diagnostic tools. Additionally, I have engaged in research on large-scale self-supervised learning for 3D MRI segmentation, evaluating models across 13 clinical datasets.
Previously, I worked as an AI Engineer at Design AI GmbH, where I developed deep reinforcement learning agents for real-time strategy games and built a dense video captioning model. My academic background includes a Master’s degree in Robotics, Cognition, and Intelligence from the Technical University of Munich, where I focused on cardiac MRI segmentation using advanced self-supervised models.
Experience
Work history, roles, and key accomplishments
Medical Imaging AI Engineer
Floy GmbH
Jan 2021 - Dec 2025 (4 years 11 months)
Built scalable ML pipelines for MRI and CT data, from acquisition and annotation to deployment. Designed and validated models for pathology detection, contributing to 5 TÜV-certified diagnostic tools now used in 100+ radiology practices.
AI Engineer
Design AI GmbH
Jan 2020 - Dec 2021 (1 year 11 months)
Developed and trained deep reinforcement learning agents for real-time strategy games using a custom multi-agent framework. Built a dense video captioning model as part of a video mining pipeline.
Research Assistant
TUM, Chair of Cyber-Physical Systems in Production Engineeri
Jan 2019 - Dec 2020 (1 year 11 months)
Contributed to an autonomous racing platform. Optimized LiDAR-based SLAM for enhanced performance.
Software Developer
Synopsys, Inc.
Jan 2016 - Dec 2018 (2 years 11 months)
Worked on real-time computer vision. Optimized ML inference for various applications.
Education
Degrees, certifications, and relevant coursework
Technical University of Munich (TUM)
M.Sc. in Robotics, Cognition, Intelligence, Robotics, Cognition, Intelligence
Completed a Master of Science degree focusing on robotics, cognition, and intelligence. Thesis focused on cardiac MRI segmentation using morphometric informed multimodal self-supervised models.
St. Petersburg Polytechnic University (SPbPU)
B.Sc. in Information Systems and Business Informatics, Information Systems and Business Informatics
Obtained a double-degree Bachelor of Science in Information Systems and Business Informatics.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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