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Mina Naguib, PhD is a Battery Systems Team Lead at Electra Vehicles, Inc. with extensive experience in developing SOX models for battery packs and implementing ML models for battery behavior prediction. Prior to this role, Dr. Naguib completed a Ph.D. in Electrical and Computer Engineering at McMaster University, where Mina conducted research on machine learning state of charge estimation algorithms for battery systems. Additionally, Mina has experience as a Teaching Assistant at Ain Shams University and as an Electrical Engineer at ELFARAG Contracting co. and Link international contracting.