Abstract
The surge in heart diseases among individuals at a young age is becoming increasingly apparent, marking
a concerning trend. This escalation can be primarily attributed to the profound impact of lifestyle choices on
cardiovascular health. Sedentary habits, poor dietary practices, and heightened stress levels prevalent in contemporary
living contribute significantly to this rise. Recognizing the relevance of lifestyle in this health issue is crucial as it
highlights the need for preventive measures. Early prediction of the possibility of heart disease emerges as a pivotal
strategy in addressing this challenge. Detecting potential risks at an early stage allows for timely interventions,
potentially decreasing mortality rates and enhancing the life span of patients. In this context, the focus of the study is
directed towards exploring and developing effective methods for early prediction, emphasizing the importance of
proactive healthcare strategies in mitigating the growing burden of heart diseases in younger populations.