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Notes, articles, and studies on software engineering, AI, and academic research.
7 articles found
A master's project exploring YOLO-based deep learning methods for real-time object detection in drone imagery, tested on the COCO and VisDrone datasets.
Nine iterations, five validated features, and one hard lesson: cross-validation improvements do not always mean a better leaderboard score.
How a Random Forest on 10 hand-crafted features beat the temptation to reach for a CNN on a 75-image dataset — and won on both accuracy and simplicity.
A full technical walkthrough of my BTK Datathon 2026 project - EDA, feature engineering, NLP on Turkish mentor feedback, ensemble modeling, and the two final refinements that pushed the score from 90.33 to 88.94 MSE.
A graduate coursework project covering the setup of a Prometheus-based monitoring system with Docker Compose, its architecture, and a technical comparison against Zabbix and Datadog.
A step-by-step guide to deploying a Vite-powered React app to GitHub Pages using the gh-pages package - from repo setup to build configuration and troubleshooting.
A bachelor thesis project - an Android travel guide app built with Kotlin, MVVM, and Firebase, featuring AI-powered recommendations and a chatbot via Google Gemini API.