College of Computer Science and Mathematics

Discussion of a Master’s thesis in the College of Computer Science and Mathematics – Software Department for the student Zahraa Nouri Hassan Zakar.

On Monday, December 15, 2025, in the discussion hall of the College of Computer Science and Mathematics at the University of Mosul, a master’s thesis entitled “A Framework Based on Cluster Learning for Predicting DevOps Readiness in a Cloud Environment” presented by Zahraa Nouri Hassan Zakar, supervised by Prof.Dr. Ibrahim Ahmed Saleh.

The thesis explored the use of cluster learning techniques to predict DevOps readiness in a cloud environment and addressed software engineering environment.

The thesis aimed to: design a predictive model for the modern DevOps in software development and updates, and contribute significantly to improving software quality and helping competitive companies and organization gap between development and operations teams, which in turn helps in development, increases productivity, and reduces the time required for software delivery.

This thesis achieves the following Sustainable Development Goals:

1 .Supports innovation in digital systems management and strengthens sustainable technological infrastructure through DevOps.

2. Helping organizations use their cloud resources more efficiently, reducing waste in energy and computing resources, which promote more sustainable production and consumption patterns.
3. Improving cloud infrastructure management.

The discussion committee consists of:

Assistant Professor Dr. Jamal Salah Al-Din Majeed (Chair)
Assistant Professor Dr. Mohammed Abdul Ghani Taha (Member)
Assistant Professor Baidaa Suleiman Bahnam (Member)

Professor Dr. Ibrahim Ahmed Saleh Ahmed (Member and Supervisor)