In medical informatics, deep learning-based models are being used to predict and diagnose cardiovascular diseases (CVDs). These can detect clinical signs, recognize phenotypes, pick treatment methods for complicated illnesses. One approach predicting CVDs is collect a large dataset of patient records use it train learning model. This study investigated early prediction using regression analysis...