About Me
Background
I am an AI & Software Engineer with an international academic background, holding an MSc in Artificial Intelligence & Robotics from the University of Hertfordshire (UK) and a BSc in Computer Engineering from Yeditepe University (Turkey). My education has provided a strong foundation in both theoretical machine learning research and practical software engineering principles.
My research focuses on trustworthy and secure AI systems, particularly in safety-critical environments. My Master's thesis explored intrusion detection for automotive in-vehicle networks using machine learning, combining advanced anomaly detection algorithms with explainability frameworks. This work demonstrated my ability to bridge academic research with real-world engineering challenges, building systems that are both effective and interpretable.
Professionally, I work as an Application Developer (Assistant) at Yaz Bilgi Sistemleri, developing enterprise-level HR and ERP systems. Working with C#, .NET, and ABP Framework has strengthened my understanding of production-ready architectures, system reliability, and scalable backend engineering. This experience complements my research background, allowing me to apply academic insights to practical software development challenges.
Education
MSc in Artificial Intelligence & Robotics
University of Hertfordshire, UK • Distinction
Focus Areas
Master's Thesis
Trustworthy Intrusion Detection for Automotive In-Vehicle Networks Using Machine Learning
- Designed a CAN bus anomaly detection system for automotive networks
- Applied Random Forest, XGBoost, and Isolation Forest models
- Integrated SHAP and LIME for explainability and trust
- Built a Flask + Docker microservices backend with a React frontend
BSc in Computer Engineering
- Software engineering and algorithmic foundations
- Computer systems and architecture
- Strong preparation for AI and large-scale systems
Experience
Application Developer (Assistant)
Yaz Bilgi Sistemleri, Turkey
Current
- Developing enterprise-grade HR and ERP software modules using C#, .NET, and the ABP Framework
- Working on production-ready, multi-tenant architectures with a focus on scalability and reliability
- Contributing to backend development, system integration, and large-scale business applications
Teaching Assistant – Software Engineering (CSE344)
Yeditepe University, Istanbul, Turkey
April 2024 – June 2024
- Assisted in delivering the Software Engineering course to 100+ undergraduate students
- Coordinated weekly tutorials and supported student projects
- Prepared and graded assignments, providing structured technical feedback
Undergraduate Research Assistant
Yeditepe University, Istanbul, Turkey
September 2023 – June 2024
Under the supervision of Prof. Dr. Mert Ozkaya
- Contributed to research projects on software modelling and model-driven engineering
- Evaluated modelling tools and transformation techniques in software architecture and requirements engineering
- Co-developed a digital twin application for structural risk prediction using data from 500+ buildings
- Built interactive visualisations and scenario-based risk assessments for earthquake vulnerability analysis
Software Engineer Intern
Demirören Media, Istanbul, Turkey
June 2022 – August 2022, July 2023 – August 2023
- Developed modular full-stack web applications for D-Smart (1M+ users) using React and .NET Core
- Improved platform responsiveness and stability by approximately 20%
- Automated business workflows using Camunda BPM, reducing task completion time by 35%
- Refactored backend services, reducing API response times from ~400ms to under 280ms