%0 Conference Article %T FEATURES OF FRONT-END IMPLEMENTATION FOR MACHINE LEARNING APPLICATIONS %A Kirin, E.A. %A Evchuk, I.R. %K front-end development, machine learning, document recognition, interactive interface, API integration, asynchronous processing, data visualization, UX %J PROBLEMS AND PROSPECTS IN SYSTEMS AND PROCESS MODELING %D 2026 %P 7 %I FSBE Institution of Higher Education Voronezh State University of Forestry and Technologies named after G.F. Morozov