Idrees Ahmad is a PhD student at the University of L’Aquila, Italy in the ICT department. His research interests focus on software performance evaluation, software testing, and machine learning techniques, including learning classifier systems (LCS) and reinforcement learning (RL). In addition to his academic pursuits, he has extensive experience in both software development and teaching at the university level. He is a member of the SPENCER research group.