Developed a pipeline for a multi-agent environment that used a CenterNet detector to
extract zombie detections from visuals and incorporated handcrafted features into a behavior cloning policy.
Outperformed random (7%) and diagonal-shooting (1%) baselines, elevating the target hit rate to 16%.
Evolutionary Algorithm for Asymmetric Traveling Salesman Problem
Implemented an evolutionary algorithm that combines crossover/mutation operators with
optimization refinement, including stagnation handling and guided local search.
Outperformed a greedy algorithm by 21.3% on a 1000 cities scenario.
Analysis of Turkey's Grand Assembly
History
Investigated long-term trends in female parliamentary representation in Turkey by constructing
a multi-level dataset (national, regional, and city-level breakdowns) with 3,000+ records
across 21 legislative terms, scraped from official parliamentary archives using BeautifulSoup and Selenium.
Modeled and forecasted future female MP representation
using linear and polynomial regression with Scikit-learn,
selecting the polynomial model via R2 on held-out historical terms,
and testing forecast sensitivity to input window length (8 vs. 15 prior terms).
Airline Manager
Designed and developed a comprehensive full-stack
Node.js and React app for managing flight rosters,
including features for scheduling and ticketing.
Study Buddy App
Engineered a mobile app using Java SpringBoot and Android to facilitate the connection
between students who are studying similar courses, enabling them to collaborate and learn together.