Research × engineering. RL, BCI, full-stack. Move the wallpaper.
Computer scientist at the intersection of machine-learning research and product engineering. Currently writing my M.Sc. thesis on Event–RGB transformer models for end-to-end rodent tracking at LfB, RWTH Aachen. Previously: reinforcement-learning + Bayesian-optimization pipelines for textile process control at RWTH ITA, full-stack web tools used in classrooms, and brain–computer interface software with NeuroTX Aachen e.V.
Ongoing thesis at LfB, RWTH Aachen. Multimodal transformer fusing event-camera streams with RGB video for end-to-end rodent pose tracking. Working title.
OpenAI-Gym simulation environment for a non-woven textile line. Trained RL agents (PPO, SAC) and BoTorch multi-objective Bayesian optimization, hyperparameter sweeps via WandB. ITA, RWTH Aachen.
Full-stack plagiarism detection app built with Next.js, FastAPI/Python and PostgreSQL in Docker. DFS-based sorting and clustering for cross-language code similarity, VS Code diff annotations. Grade 1.3.
Preprocessing, feature extraction and ML model training on EMG biosignals from Uniklinik Aachen patients; integration into an Android app. Institut für Medizinische Informatik.
HMD-based VR classroom (Unreal) where virtual students react to a trainee teacher's tone, gestures and proxemics via the Teacher Interpersonal Circle. Visual Computing Institute, RWTH Aachen — collab. Zuyd, Utrecht, Wageningen. Grade 1.3.
Rails app for the Dekanat of the Faculty of Mechanical Engineering, RWTH Aachen — in production since 2020. Manages exchange students, partner faculties, module mapping, language courses and exam results, and generates the official PDF transcripts the faculty issues to the students' home universities.
Rails app for the same faculty, also still in production. Professors capture their teaching records and generate their official PDF Lehrnachweis certificate; includes user management and authentication.
Native Swift todo app — 190 commits, GitLab CI/CD, RWTH Aachen practical lab.
Unity game project built at the Human Computer Interaction Center, RWTH Aachen.
Unity racing game developed as part of the NeuroTX BCI project at RWTH Aachen.
Multimodal transformer fusing event-camera streams with RGB video for end-to-end rodent pose tracking. Working title.
Seminar: Statistical Criteria of Active Machine Learning (2.0).
Gym sim env, RL agent training, BoTorch MOBO, WandB sweeps.
Plagiarism checker — full-stack, grade 1.3.
BCI — LSTM/CNN, EEG protocols, team leadership.
ML training on EMG, integration in Android app.
Thesis (1.3) at the Visual Computing Institute: 'Designing Responsive Student Behavior for Immersive Teacher Training' — HMD-based VR classroom for student-teacher training, virtual agents reacting to tone, gesture and proxemics via the Teacher Interpersonal Circle, built on the Unreal Breaking-Bad-Behavior stack (collab. Zuyd, Utrecht, Wageningen). Supervisors: J. Ehret, Dr. A. Bönsch.
Two Rails apps for the Faculty of Mechanical Engineering — both still in production. Incomings — exchange students, partner faculties, module mapping, language courses, exam results; PDF transcripts as official records for the home universities. Lehrnachweise — PDF teaching-record certificates for the faculty's professors; user management and authentication.
Unity-based game project (M3).
Open to research collaborations and engineering roles in Germany.