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Matej HalinkovičMH
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Matej Halinkovič

@matejhalinkovi

Machine Learning Engineer at NetFire building multimodal AI pipelines for a sales-focused product.

Slovakia
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At NetFire, I design, build, and deploy data and multimodal AI pipelines for a sales-focused AI product, including data ingestion, extraction from PDFs and images, processing, and quality monitoring.

At Karlsruhe Institute of Technology, I implemented and deployed computer vision perception algorithms on a humanoid robot using NVIDIA Jetson for real-time edge processing.

At Solargis, I built machine learning models for predictive cloud cover forecasting and engineered pipelines for multispectral geospatial imagery. I also worked with meteorologists and domain physicists on feature engineering and model evaluation.

My PhD research at Slovak University of Technology, FIIT focused on multimodal computer vision for autonomous systems, including 3D trajectory forecasting from fused RGB imagery and LiDAR point clouds. I designed and trained deep learning architectures in PyTorch and optimized them for low-latency edge inference.

Experience

Work history, roles, and key accomplishments

NE
Current

Applied Data Science Engineer

NetFire

Sep 2023 - Present (3 years 1 month)

Designed, built, and deployed end-to-end data and multimodal AI pipelines for a sales-focused AI product, including data ingestion, extraction, processing, and quality monitoring. Collaborated with cross-functional stakeholders on scoping, planning, and executing AI/DS solutions.

KT

Visiting Researcher

Karlsruhe Institute of Technology

Sep 2024 - Jan 2025 (4 months)

Implemented and deployed computer vision perception algorithms on a humanoid robot using NVIDIA Jetson for real-time edge processing.

Education

Degrees, certifications, and relevant coursework

Slovak University of Technology, FIIT logoSF

Slovak University of Technology, FIIT

PhD, Computer Science / Artificial Intelligence

2023 -

Activities and societies: Presented research through academic lectures, conference talks, and media appearances; supervised Bachelor's and Master's theses and student research projects.

PhD in Computer Science with a thesis on multimodal computer vision in autonomous systems, focusing on 3D trajectory forecasting from fused RGB imagery and LiDAR point clouds.

Slovak University of Technology, FIIT logoSF

Slovak University of Technology, FIIT

Master's Degree, Computer Science

2021 - 2023

Grade: Magna Cum Laude

Master's degree with a thesis on interpretability and explainability of deep learning systems in microscopic medical imaging.

OS

Oxford x Machine Learning Summer School

Summer School Participant, Machine Learning

2023 - 2023

Participated in the Oxford x Machine Learning Summer School.

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