A master's thesis at the College of Computer Science and Information Technology, University of Basrah, was titled "Cyber ​​Attacks Detection Systems for IOI Using Deep Learning."

The thesis, submitted by student Zainab Hani Hadi, aimed to evaluate performance using the following metrics: Accuracy, Recall, Precision, and F1-score.

The thesis included the design of a data-driven intrusion detection system using machine learning (ML) and deep learning (DL) techniques, focusing on improving detection accuracy and reducing false positive rates.