Heart disease continues to be a prominent cause of death globally. emphasizing the critical requirement for precise prediction techniques and prompt therapies. This research presents a new method that utilizes the collective capabilities of autoencoder and DenseNet architectures to predict heart illness. Our study is based on the Heart Disease UCI Cleveland dataset. https://allfixelectricales.shop/product-category/sheetmetal-drill-set/