About Me

I am currently a final-year BSc student in Sabanci University, majoring in Computer Science and Engineering. I am interested in machine learning and security of deep learning models. I worked on a project about the evasion attacks on CNN models, together with Xiayoun Xu from Radboud University Nijmegen. I am currently working on my graduation project, which is about habit formation in gym customers, using various techniques from network science, machine learning, and data analysis.

For collaboration opportunities or any other inquiries, please contact me via email.

Research Interests

• Machine Learning
• Evasion Attacks on Deep Learning Models
• Network Science

Selected Projects

• Decoding Istanbul’s Vehicular Veins - A Network Science Exploration of Metropolitan Traffic Dynamics
  Efe Tüzün, Ege Demirci, Özgür Beker, Alp Tüzün
  (Feb 2023 - Jun 2023)
  Using network science techniques, we analyzed Istanbul’s traffic patterns. We identified key congestion points, proposed a spatial correlation model, and offered insights for urban transport planning in major cities.
  

  Paper Code

• Political Tweet and Bot Classifier - Study on Turkish Twitter
  Efe Tüzün, Ege Demirci, Alp Tüzün, Deniz Can Gezgin
  (Oct 2022 - Jan 2023)
  The project aims to address two issues in the context of Turkish Twitter: the proliferation of political content and the prevalence of bot accounts. Utilizing advanced machine learning techniques, the project seeks to classify political tweets and distinguish between genuine user accounts and bots.
  

  Code

Teaching Experience

• Learning Assistant for CS 412 - Machine Learning @ Sabanci University (Oct 2023 - Jan 2024)
• Learning Assistant for IF 100 - Computational Approaches to Problem Solving @ Sabanci University (Oct 2021 - Jun 2022)