2025Live production deployment on Render
Heart Failure Clinical Risk Predictor
A deployed logistic regression service scoring heart-failure risk in real time from clinical indicators.
- Flask
- Scikit-learn
- Joblib
- Gunicorn
- Render
Models ejection fraction, serum creatinine, age and related indicators into a standardized scaling pipeline serving low-latency clinical inference. Deployed as a production web application with Flask, Gunicorn and Joblib on Render.
Notable outcome
Live production deployment on Render