Andrzej Białecki
PHD Student at HealthyGG
Warsaw, Masovian Voivodeship, Poland
Summary
🤩
Rockstar🎓
Top SchoolAndrzej Białecki is a PhD candidate and multidisciplinary software engineer blending 8+ years of hands-on development with 13 years of sports experience to advance video processing, sports analytics, and esports research. He architects and ships research-grade tooling in Python, Rust, and Go, has led multi-institutional teams to eight first-author publications including a Nature - Scientific Data paper, and maintains open-source dataset APIs for PyTorch/Lightning. His work uniquely bridges sports methodology and esports technology—designing large game databases, automated video-analysis pipelines, and anonymization libraries used across academic and industry projects. Based in Warsaw, he pairs rigorous experimental design and peer review experience (NeurIPS, CHI, Nature reviews) with product-minded engineering that automates repetitive video tasks and accelerates reproducible research.
8 years of coding experience
6 years of employment as a software developer
Deutsche Sporthochschule KölnPhD Candidate Information and Communication Technology, PhD Candidate Information and Communication Technology at Warsaw University of TechnologyMasters Degree Physical Education (Biometry), Masters Degree Physical Education (Biometry) at Józef Piłsudski University of Physical Education in Warsaw
Polish, English
Stackoverflow
455reputation
26kreached
11answers
4questions
Github Skills (200)
topological-data-analysis10
gameplay10
dimensionality-reduction10
dom10
visualization10
directshow10
screen-recording10
gif10
material-design10
python10
windows10
timestamps10
screen-capture10
dart10
grpc10
Programming languages (25)
Github contributions (5)
Kaszanas/DatasetPreparator
Sep 2021 - Jan 2026
This project contains various scripts that can assist in the process of preparing datasets.
Contributions:3 releases, 6 reviews, 58 PRs in 4 years 4 months
dataset-creationdataset-generationdatasets-preparationpythonstarcraft
Kaszanas/SC2MapLocaleExtractor
Apr 2021 - Feb 2023
Contributions:3 releases, 2 PRs, 21 pushes in 1 year 9 months
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