2025. Sophisticated Machine Learning Methods for Reliable Network Traffic Data Categorization Models. Interdisciplinary Journal of Papua New Guinea University of Technology. 2, 2 (Oct. 2025). DOI:https://doi.org/10.63900/cm3v2t81.