Objective : to review domestic and foreign literature on the issue of machine learning methods applied in medical information systems (MIS), analyze accuracy efficiency technologies under study, their advantages disadvantages, possibilities implementation clinical practice. Material . The search was performed PubMed/MEDLINE databases covering period from 2000 2020 (using groups keyphrases: "mac...