I’m a Senior ML Systems Engineer at Graylight Imaging and a PhD candidate in Computer Science at the Silesian University of Technology. I build production-grade machine learning systems and research deep learning methods that make them more interpretable and reliable — from explainable ensemble architectures and self-supervised representation learning to GPU-accelerated inference pipelines deployed in clinical settings.

My work spans scientific imaging beyond medicine, including satellite and seismic data, with a focus on turning complex real-world signals into deployable, trustworthy AI. I have co-authored publications in npj Digital Medicine, IEEE ICIP, MICCAI, and Computer Methods and Programs in Biomedicine, and I’m a co-inventor on Roche-issued patents for automated medical image analysis.