PhD in Computer Science and Informatics · Engineer & Researcher
I work on problems until they yield. I read widely outside the engineering canon. I prefer to find my own errors first.
Machine learning & mechanistic interpretability
Pre-registered and ran a study of cross-layer dynamics in transformer factual recall across six language models from three families, entirely on consumer hardware. All code will be made public once the paper is published. Also ran a grokking (delayed generalization) study on EMG gesture-recognition networks.
Paper: link TBA
openDAQ by Dewesoft and Hottinger Brüel & Kjær
Helped shape the open source data acquisition SDK that enables cross-platform, multi-language, and DAQ hardware vendor interoperability. Implemented core C++ features, documentation, CI/CD, release, testing, Python bindings, and metrics dashboards (Grafana/InfluxDB on AWS).
University of Maribor, Faculty of Electrical Engineering and Computer Science, System Software Laboratory
Led research in electromyography (EMG) and teaching. Built end-to-end EMG pipelines (MATLAB, R), ML models for biosignals (Python, TensorFlow, Keras), and taught computer vision (OpenCV). Supervised students and contributed to peer-reviewed work.
Most cited paper: On the reuse of motor unit filters in high density surface electromyograms recorded at different contraction levels
Bibliography: COBISS researcher profile
University of Maribor, Faculty of Electrical Engineering and Computer Science
Python ML EMG Dataset
Myo armband machine learning EMG dataset of various hand gestures.
Python ML EMG
Code complementary to myo-readings-dataset: neural network to automatically determine executed gesture.
Java Python ML EMG LEGO
LEGO Mindstorms EV3 TRACK3R control using the Myo armband and a neural network for gesture recognition.
Python RAG ML
Local RAG pipeline over Slovenian documents — Ollama + ChromaDB, zero frameworks. Every step explicit and readable.
PythonCV
Computer vision: find sudoku in a photo, extract grid, recognize digits, solve, and overlay solution on the image.
KotlinAndroid
Android app for logging and tracking body weight over time.
PythonLive charts
Discord bot that pulls close prices for crypto and stocks and displays them in a plot over the last N days.
PythonMonitoring
Monitor for new job postings on slo-tech.com/delo.
PythonAudio
Converts a regular wav file into an 8d audio wav file.
JavaScriptFun
Real-time webcam feed converted to ASCII art, running entirely in the browser with zero dependencies.
JavaScriptFun
Interactive generative art gallery built with Vite.
C++ Python C# SDK
openDAQ™ data acquisition SDK — cross-platform, multi-language DAQ interoperability.