Ibrahim I. M. Manhrawy received the B.Sc. degree (Hons.) in mathematics and computer science and the M.Sc. degree in computer science from Menoufia University, Egypt, in 2006 and 2015, respectively, and Ph.D. degree in Ph.D. degree in machine learning with the Faculty of Science, from Menoufia University, Egypt, in 2021, He is currently pursuing School of Mathematics and Computer Science. He has many publications in the fields of machine learning. His research interests include machine learning and optimization.