Machine learning has emerged as a powerful tool in the healthcare sector, particularly in the domain of predicting the risk of coronary heart disease (CHD). Coronary heart disease, a condition characterized by the narrowing of coronary arteries due to plaque buildup, remains a leading cause of morbidity and mortality worldwide. The traditional approach to assessing