Umair Paracha, Muhammad Ryan and Dr. Muhammad Shahzad Ashfaq 2025. MACHINE LEARNING FOR PERSONALIZED EDUCATION: A STUDY ON ADAPTIVE LEARNING SYSTEMS. Spectrum of Engineering Sciences. 3, 11 (Nov. 2025), 557–567.