The paper makes a systematic exploration of the construction method of Consumer Health Vocabulary(CHV)based on Deep Learning(DL), elaborates the experimental tools, process and results, discusses the applicability and results influencing factors of constructing CHV by using DL method, and points out that this method has high applicability but still needs to improve its application maturity.