Projects
A working catalogue of university, professional and personal work. Each entry includes the problem, the stack and the takeaway. Filter by category or browse the full list.
ML Engineering — frame extraction, annotation methodology, dataset construction · Group-One, THD × THI
Research collaboration at THD × THI × Fraunhofer IVI: fine-tuned YOLOv8n achieving 91.8% mAP@0.5 on a custom low-altitude drone dataset. Real-time ready at 4.2 ms per frame.
Data Science Intern · Istanbul
End-to-end KPI and performance analytics for Mobile and Fixed Broadband, used in senior-management decision-making.
Data Analyst & Digital Trainee · Istanbul
Analytics and automation engagements supporting client operating-model and data-strategy transformations.
Solo · M.Eng. coursework extended to full production deploy
YOLOv8s fine-tuned for construction-site PPE compliance: 94.9% mAP@50, 103 FPS. Packaged as a FastAPI REST API + Streamlit dashboard, containerised in Docker, and deployed on Render with GitHub Actions CI/CD.
Solo · personal study
Personal study project on time-series ML: detection of anomalous patterns in sensor data, in preparation for the Edge AI work in my Master's programme.
