DeepGuard" combines binary classification, ensemble learning, and multi-class classification. These methods enable the AI to learn from labelled data, making smarter and more reliable predictions. The research, published in The Journal of Information Security and Applications, will also support further academic research in this area, with additional datasets available to academics.