Ege Kaya

Completed evaluation tests for Google Summer of Code 2026 under ML4SCI / DeepLense. Multi-class substructure classification: AUC 0.9919, surpassing the Varma et al. reported baseline on the same dataset. Lens finding under 100:1 class imbalance: AUC 0.9877, 189 of 195 lenses recovered. Proposed Phase 2 applies domain-adversarial adaptation to close the sim-to-real gap on real HSC-SSP survey data.

6-class classifier distinguishing human writing from 5 LLM sources (DeepSeek, Grok, Claude, Gemini, ChatGPT) on a heavily imbalanced dataset. Ensemble of 3 TF-IDF models — word n-grams, char n-grams, and 20 handcrafted stylometric features — with meta-learner stacking. Top 10 finish out of all participants.

(WIP) Bird's-eye view strategy game where you build a timber empire from the ground up. Command workers to cut forests, process wood into refined materials, automate production chains, and scale operations. Features resource management, worker AI, and progression systems built with Java and JavaFX.

(WIP) Privacy-first macOS system monitor using ML-powered anomaly detection. Unlike traditional monitors with hard-coded thresholds, CoreMetric uses a Reconstruction Autoencoder running on Apple Neural Engine to learn your usage patterns and detect subtle anomalies—memory leaks, crypto-miners, frozen processes—with <1% CPU overhead.

(WIP) AI-powered study companion: ingest PDFs & notes → summaries, flashcards, interactive Q&A and milestone-based study schedules. Incremental AI pipeline with secure per-user isolation.

Production-grade Git simulation engine: dry-run rebase, merge, reset, cherry-pick with visual commit graphs, conflict prediction (3 certainty levels), and safety analysis. Awarded 3rd Place at GitKon Game Jam 2025. 135+ tests, automated CI/CD, interactive TUI, plugin architecture. Available on PyPI: pipx install gitsimulator (v1.0.1).

Modern portfolio website built with Next.js 16 and TypeScript, achieving 95+ Lighthouse score across all metrics. Implements server-side rendering, optimized image loading, and accessibility best practices (WCAG AA). Features dark mode, responsive design, and form validation with 99.9% uptime on Vercel.

Architected and deployed 5+ full-stack features for Parma Calcio's internal operations platform serving 50+ staff members. Reduced data entry time by 35% through automated workflows using Next.js and CloudFront + S3, serving edge-cached documents and training videos to enable faster teamwide communication and data sharing. Implemented responsive UI components with 95+ Lighthouse performance score.

Engineered high-performance database management system handling 50,000+ sensor readings per day for structural monitoring. Optimized PostgreSQL queries achieving 40% faster response times. Implemented C++ data processing pipeline with CMake for cross-platform deployment across Linux and embedded systems.

Automated role assignment system for 200+ member university Discord server, reducing manual role management time from 2 hours/week to 5 minutes/month. Built with Discord.js and Node.js, integrated with Supabase for real-time data synchronization. Handles 1000+ role assignments with 99.9% uptime.

Real-time WebSocket chat application built with Swift NIO for high-performance asynchronous networking. Features non-blocking I/O, concurrent connection handling, and event-driven architecture. Demonstrates modern Swift server-side development with efficient resource utilization.

Feature-rich desktop notes application with clean JavaFX interface for organizing and managing personal notes. Includes note categorization, search functionality, and persistent storage. Built with modern Java practices and MVC architecture.