Teaching

Previously at TED University

Graduate Supervision

Nine MSc theses supervised, one currently in progress.

1. Fevzi Kılas Efficient Intelligence with Neuroplasticity: Hardware-Aware Structural and Functional Plasticity Hacettepe University, Institute of Informatics, Artificial Intelligence · in progress
2. Selay Koyuncu SelAI: Agent-Orchestrated Multilingual Large Language Model Pipeline for Software Engineering — Code Generation, Unit Testing, and Vulnerability Detection TED University, Applied Data Science · 2026
3. Daniel Quillan Roxas Graph-Augmented Retrieval for Biomedical Question Answering: When Do Knowledge Graphs Help? TED University, Applied Data Science · 2026
4. Mustafa Mert Süerkan AI Agents for Kubernetes Incident Remediation: Evaluating the Reflexion Framework TED University, Computer Engineering · 2026
5. Serdar Hoşver Resolving the Accuracy–Interpretability Trade-off in Small and Imbalanced Datasets: An Explainable Black Box Approach TED University, Computer Engineering · 2026
6. Emine Korkut A Data-Driven Comparative Analysis of National Artificial Intelligence Strategies: Identifying Türkiye’s Strategic Position TED University, Applied Data Science · 2026
7. Duygu Halim Kırlı Machine Learning-Based Prediction of Export Participation from Firm-Level Financial Data TED University, Economics and Finance · 2026
8. Türkü Yıldırım Comparison and Evaluation of Large Language Models in Mathematics Education TED University, Applied Data Science · 2025
9. Gülsüm Budakoğlu Optimizing Large Language Models: A Comparative Study of Retrieval-Augmented Generation, Fine-Tuning, and Hybrid Approaches TED University, Applied Data Science · 2024