Muhammad Usman is a researcher at the Gdansk University of Technology, currently working on the BE-Light project focused on face skin analysis using multimodal imaging and machine learning methods. He previously worked as a Hardware Test Engineer at Apple Inc., specializing in the rigorous testing and validation of electronic systems, ensuring reliability and performance. He holds a Master of Science in Automation and Control from the University of Science & Technology of China, focusing on multi-modal data fusion for environment perception in Autonomous Vehicles (AV). His academic background has provided a robust foundation in image processing, deep learning, and computer vision, applied across domains like autonomous driving and biomedical imaging. Beyond research, his expertise extends to hardware testing and reliability analysis, ensuring electronic devices' optimal performance and durability.