Emergency Department Wait Time Prediction
Healthcare AI

Emergency Department Wait Time Prediction

94.95%
Accuracy
What I Build

Healthcare AI
Solutions

Transforming complex healthcare data into actionable insights through machine learning and predictive analytics.

9
Projects
94.95%
Top Accuracy
1.97M+
Records Analyzed
/01

Emergency Department Wait Time Prediction

AI-powered system predicting A&E wait times with 94.95% accuracy using LightGBM.

PythonLightGBMStreamlit+3
/02

AI-Powered Pneumonia Detection System

Deep learning chest X-ray analysis system achieving 85.58% diagnostic accuracy using ResNet-18 CNN.

PyTorchResNet-18CNN+3
/03

Mental Health Service Demand Forecasting

ARIMA-based forecasting system analyzing 1.97M+ records across Scotland's 14 health boards.

PythonARIMAStatsmodels+3
/04

AI-Powered Fall Risk Assessment

ML model predicting fall risk in elderly patients with 79.5% accuracy and AUC of 0.856.

PythonLogistic RegressionScikit-learn+2
/05

Social Isolation Detection System

ML system detecting social isolation risk in elderly populations for proactive care intervention.

PythonMachine LearningStreamlit+3
/06

COVID Healthcare Impact Analysis

Comprehensive analytics dashboard analyzing COVID-19 impact on Scottish healthcare services 2020-2024.

PythonPandasPlotly+2
/07

NHS Data Integration Pipeline

Automated ETL pipeline for integrating and processing NHS healthcare data sources.

PythonETLPandas+2
/08

WhatsApp Debt Reminder System

Automated payment reminder platform with WhatsApp integration, multi-currency tracking, and smart templates.

PythonStreamlitSQLite+3
/09

Executive Sales Dashboard

Business intelligence dashboard with £6.39M revenue tracking, £30.57M pipeline, and 18.9% win rate analysis.

PythonStreamlitPlotly+2

Interested in Working Together?

Let's discuss how I can help with your healthcare data challenges.