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2025. A Comparative Machine Learning and Deep Learning Models with ElasticNet Regularization for Predicting Student Outcomes: LGBM, CatBoost, ANN, DNN, and WDNN. IJACI : International Journal of Advanced Computing and Informatics. 2, 2 (Oct. 2025), 96–107. DOI:https://doi.org/10.71129/ijaci.v2i2.pp96-107.