Second-year BSc Data Science student at Eindhoven University of Technology, from Istanbul.
Education
2025 —
BSc Data Science, Eindhoven University of Technology
Propedeuse cum laude, GPA 8.33/10.
Calculus, Linear Algebra, Data Statistics, Discrete Structures, Programming, Cognitive Science & AI, Data Acquisition Methods, Data Ethics, Law & Data.
2020 – 2025
Robert College, Istanbul
High school diploma with High Honors.
Projects
Jul 2026
Open-Source Repository Health Analytics
Python · MongoDB · pandas · SciPy · Matplotlib
- Assessed the health and sustainability of the pandas and scikit-learn repositories with the CHAOSS framework, framed as an investment recommendation for an external stakeholder.
- Designed a MongoDB ingestion pipeline for GitHub pull request, commit, issue and contributor data, with field whitelisting and bot filtering.
- Operationalised a composite PR complexity score from label taxonomy, comment and review counts; tested contributor tenure effects with Spearman correlation and Kruskal–Wallis.
Jun 2026
Tennis Match Prediction & Betting Bot
Python · XGBoost · scikit-learn · pandas · NumPy · Streamlit
- Custom Elo rating system with differential features from rankings, head-to-head records and surface/tournament context.
- ATP outcome model at 68% accuracy on held-out data, using strict temporal train/test splits to prevent leakage across seasons.
- Compared model probabilities against Polymarket odds to surface positive-EV divergences for manual review rather than automated execution.
- Broke profitability down by confidence and risk band, which showed the accuracy came almost entirely from matchups the market had already priced correctly.
Spring 2024
Football Player Analytics Web App
Python · Streamlit · pandas · NumPy · BeautifulSoup
- Interactive app for exploring player performance across Europe's top five leagues, with radar charts and side-by-side comparisons.
- Scraped, cleaned and aggregated player statistics; prototyped in Jupyter before integrating into the deployed interface.
Experience
Summer 2024
Software & Product Intern, Medicasimple · Istanbul / London
- Worked on a cloud-based practice management platform used by 1300+ medical clinics in the UK and Turkey.
- Non-relational databases, testing, app development, and customer-facing iteration.
Summer 2023
Economics & Data Science Labs, Bocconi University · Milan
Intensive summer coursework in economics and data science. It is what made me pick Data Science.
Skills
Languages — Python, Java, SQL, MongoDB, JavaScript, HTML/CSS.
Libraries — pandas, NumPy, scikit-learn, XGBoost, statsmodels, SciPy, Matplotlib, BeautifulSoup, PyMongo, Streamlit.
Tools — Git, GitHub/GitLab, VS Code, PyCharm, Jupyter, Trello.
Spoken — Turkish (native), English (fluent), German (beginner).