Exploring Future Trends in Technology

This presentation delves into addressing DDoS challenges by leveraging machine learning-based detection techniques. Covering the importance of combating DDoS threats to network stability, we outline the development process involving data preparation, training, and model simulation using CIC-IDS 2017 datasets. Logistic Regression achieved 92.5% accuracy, while Decision Tree demonstrated high precision (0.99). Discussions highlight the effective pipeline, limitations in data correlations, and...