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Gehad Mahmoud

@gehadmahmoud

Biomedical Engineering graduate who developed a real-time contactless heart rate and drowsiness detection system using AI.

Egypt

Message

I developed an AI-based contactless heart rate and drowsiness detection system for my graduation project, which received a grade of A+. It uses facial video analysis, an rPPG-based PhysNet-inspired model, and facial landmarks to monitor heart rate and drowsiness in real time.

During my biomedical engineering training at GESCAorganization, AS-Salam International Hospital, ALKAN Organization, ERMC Hospital, and Zayed Specialized Hospital, I gained experience with medical device troubleshooting, PPM/CM, and clinical engineering. I worked with equipment including infusion and syringe pumps, ultrasound systems, hemodialysis machines, and radiology equipment.

Experience

Work history, roles, and key accomplishments

Biomedical Engineering Trainee

GESCA Organization

Jul 2026 - Aug 2026 (1 month)

Covered ICU, Hemodialysis, Medical Imaging, Endoscopy, and CSSD technologies and clinical applications. Analyzed device principles and operational workflows across five major clinical departments.

Healthcare Device Troubleshooting PPM CM Equipment Safety Infection Control Clinical Engineering

Biomedical Engineering Trainee

AS-Salam International Hospital

Aug 2025 - Sep 2025 (1 month)

Performed PPM and CM activities across multiple hospital departments. Maintained and troubleshot syringe and infusion pumps, and inspected laboratory equipment.

PPM CM Medical Device Maintenance Troubleshooting Syringe Pumps Infusion Pumps Laboratory Equipment

Ultrasound Trainee

ALKAN Organization

Jul 2025 - Aug 2025 (1 month)

Completed comprehensive ultrasound training through practical clinical rotations. Operated and evaluated ultrasound systems within clinical workflows.

Ultrasound Systems Clinical Rotations Medical Imaging