1Dr. A. Tirupatiah, 2Shaik Zeenath Kousar, 3Singothu Akhila, 4Yakkati Devi Vineeth 2026. AI- Driven Identification of Irregular Network Behaviour. International Journal of Data Science and IoT Management System. 5, 2(2) (Jun. 2026), 1136–1140. DOI:https://doi.org/10.64751/.