Personal Page
Research Interests
My main research interests are:
Interpretability of Graph Neural Networks, Creative Networks, Covering Number of Neural Networks, Challenges of using Graph Neural Networks on Graph-Structured datasets, Generative models in image and graph domains, Uncertain Graphs...
2022 - Present
Interpretability and XAI
I am working on interpretability of graph neural networks. Different types of them, algorithms, orientations...
On different downstream tasks including graph classification, node classification, link prediction, entity resolution...
2018 - 2020
Generative Adversarial Networks
​My master's project was based on generative models, auto-encoders and variations of them, hybrid models, mode collapse and missing mode problems
2016 - 2018
Software Development
Developing some applications for BI models by the datasets provided by a technopark
2014 - 2016
Web Application Development
Developing some web-based applications and website designing...
Work
Experience
2022 - Present
Project Supervisor
The project is related to age prediction on brain images.
2018 - 2020
Teaching Assistant
Teaching assistant in Sabanci University
2018 - 2020
Research Assistant
Research assistant in Sabanci University
2018 - 2020
Application Development
Developing applications as external job
Education
2022 - Present
Ph.D. student in Aalborg University
Ph.D. Fellow in Aalborg University, Aalborg, Denmark
2018-2020
Master's degree in Sabanci University
Master's student in Sabanci University, Istanbul, Turkey
2012-2016
Bachelor's degree in University of Tabriz
Bachelor's student in University of Tabriz, Tabriz, Iran
Skills
& Expertise
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External Reviewer for SIGMOD 2024, PVLDB 2023.
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Programming experience and skills in more than 15 programming languages including Visual Basics, C, C++, Java, C#, PHP, HTML4&5, ASP, SPSS, CSS, JavaScript, Google App Script, Python, Swift, Rstudio, SQL, MATLAB, VHDL (limited), Circuit Design through Quartus, Verilog, Network Design Script, SAT tools mini-sat .
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Research in some projects based on high-level algorithms and programming languages: Region-based face detection, gender detection, generative realistic photos, and Adversarial Face Attacks
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Doing web sorting project and student graduation analysis web-based application.
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Proctoring more than 50 exams, Sabanci University, Istanbul, Turkey including all engineering departments.