RANA RIYADH SAEED received the B.Sc. degree in Medical Instrument Engineering from Northern Technical University, Mosul, Iraq, in 2010. and the M.Sc. degree in Biomedical Engineering from Near East University, Cypres in 2013. She is currently pursuing the Ph.D. degree in Biomedical Engineering with Universiti Teknologi Malaysia(UTM) since 2016, she is Lecturer with the Radiology Technology Department, Mosul Technical medical Institute, Northern Technical University, her research interest include machine learning, image Processing, and Biomedical applications.