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...Tem journal volume issue pages issn doi november personalized learning management system using a machine technique kulkatechol kanokngamwitroj chetneti srisa an school of digital innovation technology rangsit university pathumthani thailand abstract lms is higher institutions worldwide have tried to cope traditional tool for e combined with these issues by providing online teaching and ml such has or adopting innovative unprecedentedly allowed teachers observe enhance student s experiences nevertheless understand students behaviors performance this organizing classrooms during the outbreak research aims individual results still challenging classifying risk group offering self tutoring are unable program paper adopts model attention in order guarantee their success proposes new algorithm named rsu pl academic which enables overall experiment revealed good progress marks on final examinations examination show that been used data from many passed exams sources it also allows view keywords...