In recent years, there has been a rapid rise in the use of machine learning (ML) and data science methods for solving many complex tasks in the different fields of science, industry, and business. These methods were successfully applied for smart discovery of highperformance and functional materials , revealing the latent knowledge from the material science literature , modelling complex physicochemical processes etc. . The modern approaches of ML are also applied for accelerating the development of kinetic models .