Featured Projects
My collection of full-stack applications and predictive data models.
ER Clinic AI Optimizer
The Problem: Unpredictable ER wait times cause patient frustration and inefficient staff allocation.
The Solution: Engineered a Random Forest machine learning model to predict wait times within 1.17 minutes of accuracy, deployed via a live Streamlit dashboard for real-time triage assistance.
Commuter Route Engine
The Problem: Navigating complex urban environments requires accurate, real-time spatial data routing.
The Solution: Built an interactive mapping engine integrating Nominatim and OSRM REST APIs to calculate optimal driving routes, distances, and travel times across South Africa.
Mzansi Med-Ward EHR
The Problem: Clunky Electronic Health Records (EHRs) cause administrative burnout and cognitive overload for frontline healthcare workers.
The Solution: Designed a responsive, state-managed React prototype with role-based access and an intuitive e-MAR to streamline clinical workflows and patient care.
Global Air Quality Monitor
The Problem: Accessing real-time, localized environmental health hazard data is often fragmented and hard to read.
The Solution: Developed a dynamic dashboard that consumes live APIs to fetch, process, and visualize real-time air quality indices and weather conditions globally.