The paper briefly introduces the machine learning methods, summarizes the machine learning in early diagnosis and prognostic prediction of tumors, and focuses on good performance in diagnosis and prediction of tumors of the 3 machine learning methods including Support Vector Machine(SVM), Artificial Neural Nets(ANN) and deep learning.