The paper takes heart disease dataset of UCI as experimental data, carries out disease diagnosis and calssification based on the deep learning technology of machine learning, compares with Random Forest(RF), Support Vector Machine(SVM) and Neural Network(NN) classification, and indicates that the Deep Learning(DL) technology is of great potential and important value for exploration of medical big data.