The paper introuces structure of frequently-used models of deep learning method, including models of Convolutional Neural Network(CNN) and Recurrent Neural Network(RNN), summarizes the latest application of deep learning in biomedical data analysis at the moment, analyzes its solution to common problems in data processing, model building and training method, and points out the problems to be solved when deep learning is applied to biomedical data analysis.