The paper presents the principles and features of the use of machine learning methods to assess the power system reliability. Based on the analysis of publications. the main approaches to the application of machine learning methods are given. A prototype of an automatic system has been developed to identify in real time potentially dangerous power system states. https://edgeclothing.shop/product-category/mens-t-shirts/