Data Scientist & Graduate Researcher in Istanbul, Türkiye — exploring PhD programs at the intersection of machine learning, software engineering and applied data analysis.
Master’s thesis on Software Test-Case Prioritisation using Data Analysis and Machine Learning Algorithms under Prof. Bahman Arasteh. Currently building full-stack ML systems — RAG with Qdrant + Ollama, dropout-prediction pipelines, and Vue.js tooling for software-testing research.
Publications
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Springer · Accepted Coverage-driven Software Test Case Prioritization Using Structural Feature-Oriented Machine Learning
Iran Journal of Computer Science · Springer
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Under Review Effectiveness of Real-Time AI-Guided Surgical Decision Support on Operative Time and Intraoperative Blood Loss: A Meta-Analysis of Controlled Clinical Studies
Meta-analysis · Clinical AI
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ICAR 2026 · OralMachine Learning Algorithms for Predictive Analytics in Big Data
9th International Conference on Applied Researchers in Science and Engineering
Experience
Projects
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Student Dropout Prediction System End-to-end ML classification pipeline over 840+ student records with multi-factor risk scoring. Built a RAG-based query layer over Qdrant + a locally deployed Ollama LLM, a FastAPI backend and a Streamlit dashboard — fully containerised with Docker.
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Real Estate Market Data Analysis Four-year price-index dataset across 81 Turkish cities & 900+ districts. Bypassed Cloudflare + custom rate limiting with Selenium + cookie sessions; designed a resumable, checkpointed pipeline with Turkish locale handling and multi-currency (TL/USD/EUR/GBP) export.
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Feature Extraction Pipeline Tool Full-stack Vue.js app that automates feature extraction from HTML coverage reports produced by metaheuristic test-data-generation algorithms. Extracted 19 structural / dynamic features per case across 1,158 instances and exported ML-ready CSVs.
Academic Roles
- İstinye University — Research Assistant, “Software Test Case Generation” (Prof. Bahman Arasteh) · Sep 2024 – Jun 2025
- İstinye University — Teaching Assistant, Large Language Models (Dr. Okan Yaşar) · Jan 2023 – May 2024
- İstinye University — Teaching Assistant, Machine Learning Applications in Business (Dr. Peren Jerfi) · Feb 2023 – Jun 2024
- University of Tabriz — Teaching Assistant, Advanced Programming (Dr. Pedram Salehpour) · Sep 2022 – Feb 2023
- University of Tabriz — Teaching Assistant, Fundamentals of Computer Programming (Dr. Mohammad Alipour) · Sep 2021 – Feb 2022
Education
- İstinye University — MSc, Data Science · GPA 3.38/4.0 · Oct 2023 – Sep 2025 · Istanbul
- University of Tabriz — B.Sc., Computer Science · GPA 15.18/20 · Sep 2018 – Jul 2023 · Tabriz
- Farzanegan High School (NODET) — Math & Physics Diploma · GPA 18.81/20 · 2015 – 2018 · Tabriz
Awards & Languages
Achievements
- Konkur · Mathematics, 233rd rank Among ~160,000 participants in the Iranian university entrance exam · Jun 2018
- Scientific League Olympiad · Mathematics Progressed to the 2nd stage · Oct 2015
- Scientific League Olympiad · Biology Advanced to the 2nd stage · Sep 2016
- SAMPAD Selective Entrance Exam Admission among students from three cities · May 2011
Languages
- PersianNative
- TurkishNative / Bilingual
- AzerbaijaniNative / Bilingual
- EnglishTOEFL · May 2026