Modern medical diagnostics makes it possible to establish the presence of signs of a particular disease and enable specialists to prescribe a complex of therapeutic and medicinal measures to patients in a timely manner in accordance with the established diagnosis. However, in some cases, it is not always possible to diagnose a particular disease at an early stage due to the imperfection of diagnostic tools. In the recent period, the possibilities of artificial intelligence have been used in medical diagnostics, which significantly expands the capabilities of specialists in the field of establishing early key symptoms of the disease. However, the use of artificial intelligence capabilities in medical diagnostics is associated with a number of problems, the presence of which does not allow to realize the possibilities of digital technologies in full. The solution of these problems, according to the authors of the article, is highly relevant, since it can give a significant impetus to the development of diagnostic medical technologies, which will allow timely provision of high-quality medical care to patients.