We need to develop a system that monitors malicious traffic requests using advanced models like CTGAN (Conditional Generative Adversarial Network) and ICNN (Invariant Convolutional Neural Networks). The system should be trained on the IDS-2017 dataset and deployed for continuous monitoring and prediction of malicious traffic patterns. The training and deployment process will be managed using AWS SageMaker MLOps for scalability and efficiency.