Cybersecurity, Machine Learning, Detection, Botnet, Catboost.
Classification Metrics Dataset: For our experimental research, we employed the well-known CTU-13 dataset, initially collected by the Czech Technical University. This dataset is designed to provide authentic samples of network traffic, including both benign and malicious traffic attributable to