 The proposed method uses big data analytics and machine learning to detect heart disease at an early stage. It achieves high accuracy rates, precision, recall and F1 measure scores. This method is a significant step forward in improving medical diagnosis. This article was authored by Kary Mulesheikh, Janjim Venkadanagaramesh, Miroslav model, and others.