Cybersecurity, Machine Learning, Detection, Botnet, Catboost.
differentiate between normal traffic and botnet attack patterns. The Area Under the Curve (AUC) values, both from the standalone metric and the ROC score, came tantalizingly close to perfection, registering a score of 0.998597. This indicates the model’s nearimpeccable ability to distinguish