According to the World Health Organization (WHO), cardiovascular diseases have a higher incidence rate across the globe. It is the number one origin of death worldwide and contributes to approximately 30% of all worldwide deaths. Discovering HD prediction is a challenging task that can provide a computerized estimate of the HD level, enabling the simplification of further action. Improving patient outcomes and providing prompt medical interventions depend heavily on early identification and precise prognosis of HD. Consequently, HD prediction has gained significant interest in worldwide healthcare settings. Deep Learning based systems have shown promise in the detection and prognosis of numerous illnesses. One of the most complex and deadly diseases that affect humans, according to high morbidity and mortality rates, is heart disease, which has a major negative impact on people's quality of life and results in significant financial losses for treatment and monitoring. Artificial Intelligence (AI) holds promise for early detection, diagnosis, and prognosis of health problems. AI has the potential to minimize the severe consequences of heart disease by helping patients get the right medical guidance, help, and treatment from doctors.