Dr. Sarah Benziane is a distinguished computer science researcher and teacher at the University of Science and Technology of Oran Mohamed Boudiaf (USTO-MB), specializing in biometrics, artificial intelligence, and computer vision. Holding a Ph.D. in Computer Science with a focus on pattern recognition and AI, she has contributed extensively to innovative fields such as vein biometric recognition, hybrid image denoising, and sustainable technologies. Dr. Benziane has authored numerous publications, supervised impactful research projects, and participated in organizing prestigious conferences like the International Conference on Embedded and Distributed Systems (EDiS). Her work bridges cutting-edge research and practical applications, advancing security systems, AI solutions, and sustainable innovations.