Ziyad N.

Key Skills

Software

No software listed

Top Subject Matter

Medical/Clinical Reasoning

Cafe administration

Data annotation

Top Data Types

Text

Top Task Types

Diagnosis

Freelancer Overview

Medical Educator & Clinical Case Reviewer – AI Training and Medical Annotation. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Medicine, Bachelor of Surgery, Alexandria University (2025). AI-training focus includes data types such as Text and labeling workflows including Diagnosis.

Labeling Experience

Medical Educator & Clinical Case Reviewer – AI Training and Medical Annotation

TextDiagnosis

Developed and reviewed structured educational case studies for AI medical annotation. Analyzed complex pediatric and internal medicine scenarios to identify errors and support high-quality AI training. Documented clinical knowledge and provided evidence-based reasoning to enhance AI learning systems. • Created step-by-step annotations for differential diagnosis in medical cases • Provided error analysis and quality feedback for AI annotation • Prepared teaching material for machine learning training datasets • Supported the ongoing improvement of AI in healthcare education

2025 - Present

Education

Work History