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This lecture is devoted to advances in the analysis of information on chemical reactions using machine learning methods. It outlines four large domains where these methods are actively used: computer-assisted synthetic planning, analysis and visualization of reaction data, prediction of quantitative characteristics of reactions, and, finally, computer-aided design of catalysts.