Cybersecurity, Machine Learning, Detection, Botnet, Catboost.
botnets using the CatBoostClassifier. By analyzing network traffic for suspicious patterns, our system efficiently identifies potential botnet activities. Utilizing the CTU-13 dataset, we achieved an impressive 99.8699% accuracy, underscoring the efficacy of our approach. This research offers