Boris Zimka Email & Phone Number

Serbia

Novi Sad, Vojvodina, Serbia

Object detection team for Intelligent Document Analysis products- Developed line detection network, reduced line detection error by 40% in table capture scenarios- Established a unified ML workspace for 4 teams with CI/CD pipelines and developer guidelines- Built experimental data augmentation pipeline with SegmentAnything and text-editing diffusion model

Novi Sad, Vojvodina, Serbia

Computer Vision team for Task Mining product- Achieved 85% F1 score in action classification with multi-modal transformer using screencast videos and user’s clicks as input- Managed 3 ML engineers, supervised annotators

Moscow, Moscow City, Russia

Image Analysis team for Intelligent Document Processing product- Developed tiny face detector from scratch in C++ with less than 8Mb weights, 120ms CPU inference time, F1 score over 99%- Developed keypoint-based model for passport geometry correction, decreasing production error-rate in 3 times; applied for a patent, presented at a conference

Moscow, Moscow City, Russia

- Prepared 12 classes for a masters’ "Deep Learning for Computer Vision" course, covering topics from DL basics to diffusion models and foundational CV models- Supervised 6 student diploma projects on topics like hierarchical object detection, table structure recognition, keypoints matching, video action recognition

Moscow, Moscow City, Russia

Startup building surveillance SaaS for dairy farms, powered by Computer Vision: livestock monitoring and behavior analysis. - Implemented a graph-based multi-object tracking algorithm to fuse data from multiple cameras in soft real-time - led a machine learning team of 3 engineers, Supervised Data Annotation team, reported to stakeholders directly

Moscow, Moscow City, Russia

Startup building surveillance SaaS for dairy farms, powered by Computer Vision: livestock monitoring and behavior analysis. - Trained object detection model, launched it as a service with 25 FPS- Designed and built a distributed data processing pipeline

Chernogolovka, Moscow, Russia

- Created an open-source software for high-speed data acquisition (up to 10 kHz) and for hardware control to measure thermodynamic properties of nanoparticles- Conducted a lecture about the created software and its applications at the European Synchrotron Radiation Facility

Developed backend for online education platform.

Master'S Degree, Applied Math And Physics

Bachelor'S Degree, Applied Math And Physics