“Saad Ilyas, an esteemed data science professional, holds a Master’s degree in Data Science with distinction from the University of Malaya, Malaysia, and a Bachelor’s degree in Computer Science from COMSATS, Islamabad. With expertise in data analysis, machine learning, and statistical modeling, he currently serves as a Senior Lecturer at Shifa Tamer e Milat University, Islamabad. Previously, he worked as a Lecturer at Capital University of Science and Technology, Islamabad, and University of Central Punjab, Lahore. With prior industry experience as a Web Developer at MEDIAWISE and an Android Developer at Triple I International Software House, Saad is committed to continuous learning and staying abreast of the latest advancements in data science. His dedication lies in making significant contributions to both education and technology, inspiring and empowering the next generation of data scientists”