Projects
Project Portfolio
A focused collection of analytics, machine learning, and full-stack projects built around real problems, practical workflows, and deployed outcomes.
Classification, model evaluation, imbalance handling, and Streamlit deployment.
Data collection, cleaning, exploratory analysis, dashboards, and reporting.
Transit accessibility, reliability thinking, open data, and geospatial storytelling.
Final Year Project
Student Dropout Risk Prediction
A machine learning-based predictive analytics project that identifies student withdrawal risk in higher education using academic and demographic indicators, with a deployed Streamlit dashboard for interactive exploration.
In Progress
Foodbasket Analytics
Analysing food affordability and cost-of-living pressure through basket-level pricing, category contribution, and dashboard-based insights.
Active Build
TransitPulse Klang Valley
A transport analytics project for exploring Klang Valley transit accessibility, service reliability, and mobility patterns through open data and dashboard-ready insights.