Binayan Dey 2026. A Comparative Study of Machine Learning Applications in Enterprise Network Fault Detection and Self-Healing Infrastructure (2018–2026) . American Journal of Advanced Technology and Engineering Solutions. 6, 01 (Mar. 2026), 506–544. DOI:https://doi.org/10.63125/atqj9y69.