Artificial intelligence (AI) has become a national strategy in developed countries. AI has been a great success in many scenarios of medicine and health fields, including virtual assistant, medical imaging, drug mining, nutrition, hospital management, health management, mental illness, wearable devices, risk management, pathology and clinical diagnosis and treatment. Here, we reviewed and commented the recent progresses on the application of AI in the pathological diagnosis, ocular diseases, skin disorders, medical imaging, traditional Chinese medicine, electrocardiographic monitoring, medical robots, oncotherapy and translational researches, and summed up and prospected the problems of AI application in medicine and health fields. With the development of technology, AI will lead to a revolutionary progress in medical treatment.