This work was generated using this link so i won't lose this research work. Back up. Retraining Random Forest (RF) models with high-quality synthetic data is a powerful and necessary strategy for creating robust Distributed Denial of Service (DDoS) detection systems [executive_summary[0]][1]. This approach directly confronts the core challenges of real-world network security data: extreme…