1. AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization Open Access Author: Shen, Jia Tracy Title: AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization Graduate Program: Information Sciences and Technology Keywords: AImachine learningeducationBERTnlpDeep Generative modelstime seriesmodel generalizationtransfer learningknowledge generalizationtransformerLSTM File: Download AIinED_Dissertation_final_submission.pdf Committee Members: Dongwon Lee, Chair & Dissertation AdvisorC Lee Giles, Major Field MemberAmulya Yadav, Major Field MemberRebecca Passonneau, Outside Unit & Field MemberJeffrey Bardzell, Program Head/Chair