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On the basis of generally available existing methods of human pose estimation and formalization of trainer's knowledge by means of fuzzy control to develop a system of personalization of training process of physical exercise performance. Such a system will allow to build an interaction protocol between a human keypoint detection tool and a subject area expert (trainer), who coordinates each execution of an arbitrary physical exercise by the user individually, thanks to their expertise, which constitutes the subject are knowledge base.