Doğukan Parlak
I am a 4th-year Computer Engineering student. I focus on building scalable, secure, and modern systems by specializing in backend development and AI architecture.
Featured Projects
🆘 Disaster Rescue Multi-Agent System
A multi-agent disaster rescue coordination system built for cooperative response simulation, with two repository components: a symbolic FOL edition and an LLM-based Ollama edition. The FOL edition achieved 100% deterministic results across all runs (task matching, completion, cost ratio 1.0), while the LLM edition produced results fluctuating between 80-100% on the same seed, concretely demonstrating LLM non-determinism.
🎬 Movie Rating Predictor
A machine learning project for predicting movie ratings using data preprocessing, feature engineering, and model evaluation. On 1,312 movies, Gradient Boosting classification reached 75% accuracy (ROC-AUC 0.81), while SVR regression achieved a MAE of 0.93 (on a 1-10 scale).
🧠 AI Research Journey
A personal research archive for studying the history of artificial intelligence and machine learning through the papers, architectures, and experiments that shaped the field.
Let's Work Together!
Get in touch with me for new projects, collaboration opportunities, or just to chat about tech.