The paper introduces the study situation and existing problems of “government- industry-university-research-innovation”, elaborates the five-in-one health big data training mode of “government-industry-university-research-innovation” as well as the composition of talent training platform, training program and implementation approach, so as to provide references for cultivating high-quality, diversified and innovative big data talents.