Muhammad Abdullah Shah graduated from the Pakistan Institute of Engineering and Applied Sciences (PIEAS) in 2024. Following my graduation, I joined the School of Chemical and Materials Engineering (SCME) at the National University of Sciences and Technology (NUST) as a Lab Engineer. My research interests include machine learning-assisted alloy design, optimizing machine learning models, and exploring the structure-property relationships of materials.