As cyberattacks become more intelligent. the difficulty increases for traditional intrusion detection systems to detect advanced attacks that deviate from previously stored patterns. To solve this problem. a deep learning-based intrusion detection system model has emerged that analyzes intelligent attack patterns through data learning. https://www.jmannino.com/