Projects selected from the project library. Each entry links to inspectable work and states its context and limitations.
Computer vision
One image, four attribute heads: material, color, pattern and texture. DINOv2 and ResNet-50 compared, with a reported mean macro-F1 of 0.765 versus 0.649 on silver labels.
Python · PyTorch · DINOv2 · FastAPI
Reinforcement learning
A PPO agent in highway-env that settled into slow driving. The write-up looks at why the reward missed the intended task.
Python · PyTorch · Stable-Baselines3 · Gymnasium
Team capstone · Completed
IDMS is a completed six-person graduation capstone at Bahçeşehir University. My contribution centered on backend architecture, asynchronous document workflows, integration with team-developed AI services and technical coordination across service boundaries.
The AI and retrieval components were developed by teammates; I integrated them behind the backend's contracts rather than building the whole AI system.
FastAPI · PostgreSQL · Redis · Qdrant