Projects

Academic Projects

Representative urban e-bike road scene for the traffic-sign detection use case

Traffic Sign Detection for E-Bike Safety

Computer-vision system for detecting and classifying German traffic signs relevant to e-bike scenarios. Implemented and custom-trained an SSD MobileNetV2 model and compared its performance with YOLOv11n.

  • Computer Vision
  • TensorFlow
  • SSD MobileNetV2
  • Object Detection
  • YOLOv11n
Abstract illustration of UV sensing and roller-blind control

UV Monitoring and Roller-Blind Control

Raspberry Pi-based academic prototype for UV sensing, CSV logging, manual roller-blind control, and system verification in a master-slave architecture.

  • Raspberry Pi
  • I²C
  • BLE
  • ADC Interfacing
  • CSV Logging

Personal Projects

Abstract illustration of pharma analytics, charts, and prediction workflow

Drug Feedback Analytics and Condition Classification

Interactive Streamlit application for exploring patient-reported drug feedback and testing an ML-based medical-condition classification workflow.

  • Python
  • Scikit-learn
  • Streamlit