Projects & Case Studies
A curated collection of my work spanning software engineering, machine learning, IT, and data analytics. Each project page goes into the problem, my approach, and the measurable outcome.
Machine LearningITIndividual project
Intrusion Detection - Comparative ML Study
Compared 7 classification algorithms for network intrusion detection, reaching 90% accuracy with Random Forest and DNN.
PythonScikit-learnTensorFlow / KerasPandas
Machine LearningAnalyticsTeam project
HeartCare AI - Cardiac Arrhythmia Detection
Automated data pipeline processing 650k+ ECG records for an AI-powered heartbeat detection platform proposal.
PythonPandasNumPyCanva
Machine LearningIndividual project
SafeRoute AI - Real-Time Road Crash Risk Prediction
Research pitch for a CNN-XGBoost ensemble that forecasts road crash risk across Melbourne Metro in real time.
PythonCNNXGBoostVicRoads Open Data
Machine LearningAnalyticsIndividual project
Melbourne Housing Price Predictor
Interactive Streamlit app estimating sold house prices for Ringwood, Bayswater and Nunawading using a Ridge regression model.
PythonPandasScikit-learnRidge Regression