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Projects

Research & Technical Work

Selected projects connecting machine learning, cybersecurity, IT infrastructure, software development, and civil engineering.

Selected Projects

Research · 2024–2026

Enhancing Intrusion Detection Using MAG

Extended M.Sc. research through the development of a shallow multilayer perceptron tuned with Adam and Grey Wolf Optimization for lightweight IoT intrusion detection and false-alarm reduction.

Machine LearningIoT SecurityNeural NetworksOptimization
M.Sc. Thesis · 2021

Machine-Learning-Based Anomaly and Intrusion Detection in IoT Networks

Designed and evaluated an optimization-assisted machine-learning workflow for anomaly and intrusion detection in IoT networks, including data preprocessing, feature selection, classification, and performance analysis.

Intrusion DetectionAnomaly DetectionIoTMATLAB
B.Sc. Technical Project · 2011

Computational Implementation of Hansen’s Method for Estimating Foundation Bearing Capacity Using PHP

Implemented Hansen’s foundation bearing-capacity calculations in PHP, connecting geotechnical engineering with software-based computational modeling.

Geotechnical EngineeringFoundation DesignPHPComputational Modeling