Heart disease is a type of disease that affects the heart. According to the World Health Organization (WHO), every year more than 17.5 million people die of heart disease. The best model may evaluate patient fitness rather than routine hospital visits. The proposed work will reduce the burden on hospitals and help hospitals reach only critical patients.