Evgenii Markin
@evgeniimarkin
I build production computer vision systems for medical imaging, biometrics, OCR, and video analytics.
What I'm looking for
I've built production AI systems at Celsus for medical imaging, taking stroke analysis from research through clinical deployment. My platform detects hemorrhagic and ischemic stroke and automates brain morphometry, processing thousands of CT studies each month across dozens of hospitals.
I design task-specific deep learning architectures, training strategies, and robust clinical-data pipelines using PyTorch, Triton Inference Server, ONNX, and Docker. I work directly with radiologists, support validation and regulatory documentation, and lead a team of four engineers while remaining hands-on with model development and architecture.
Alongside medical imaging, I've developed video analytics systems for person re-identification, object detection, action recognition, and age estimation.
At Alif, I'm developing banking AI solutions including a multilingual OCR platform for financial documents and identity-verification systems. I created a privacy-conscious synthetic data pipeline for Tajik OCR, achieved a 0.01 character error rate on real documents, and replaced a proprietary OCR solution to reduce costs by about $6,000 per month.
Experience
Work history, roles, and key accomplishments
Computer Vision Engineer
Alif
Apr 2025 - Present (1 year 4 months)
Developing AI solutions for the banking sector, including an OCR system for multilingual financial documents and identity verification systems.
Senior Computer Vision Engineer / Technical Lead
Celsus
Jan 2021 - Present (5 years 7 months)
Leading the design and development of production computer vision systems for medical imaging, including stroke detection and brain morphometry, while managing a team of engineers.
Machine Learning Engineer
Research Institute of Aviation Systems
Jan 2019 - Dec 2020 (1 year 11 months)
Developed computer vision pipelines for industrial research projects, including dataset preparation, preprocessing, model training, and evaluation.
Education
Degrees, certifications, and relevant coursework
University of Padua
Master of Science, Data Science
2024 -
Pursuing a Master of Science in Data Science at the University of Padua.
Saint Petersburg State Electrotechnical University (LETI)
Bachelor of Science, Radio Engineering
2014 - 2018
Earned a Bachelor of Science in Radio Engineering from Saint Petersburg State Electrotechnical University.
Availability
Location
Authorized to work in
Job categories
Skills
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