Yehia Hesham Said Aly Ahmed
Hi, I’m Yehia Hesham Said Aly Ahmed.
About
Hi, I’m Yehia Hesham Said Aly Ahmed. I’m a ML Engineer with extensive industry and research experience, focused on building scalable, reliable software for critical applications in automotive and healthcare, and advancing deep learning models with robustness and explainability. I enjoy collaborating across disciplines to translate complex AI research into practical, trustworthy solutions.
I thrive on designing robust pipelines, benchmarking models, and improving tooling and workflows to accelerate impact. I’m passionate about uncertainty quantification, OOD detection, and xAI, and I like translating abstract concepts into tangible products that help clinicians, engineers, and stakeholders make better decisions.
- Joined November 2025
Industry experience
- Healthcare
- Software & Internet
- Media & Entertainment
- Education
- Professional Services
- Manufacturing
Work experience· 5 roles
Develop and automate computational pathology pipelines for biomarker discovery and diagnostics; build and maintain ML tools for image and clinical data processing; collaborate cross-functionally with data scientists, pathologists, and bioinformaticians to integrate AI-based solutions; improve code quality, test coverage, and workflow efficiency.
Reviewed, reproduced, and benchmarked state-of-the-art OOD robustness and Explainable AI methods; integrated embedding-based OOD detection and similarity search into the evaluation framework; built Streamlit apps and reusable pipelines; documented 500+ robustness failure cases across 3 datasets to enable systematic diagnosis of perception model failures.
Reviewed, reproduced and benchmarked OOD, robustness, and Explainable AI (xAI) methods; implemented embedding-based OOD detection and similarity search within evaluation workflows; developed Streamlit apps and reusable pipelines; curated 500+ robustness failure cases across 3 datasets, enabling systematic diagnosis of perception model failure modes.
Education
Certifications and awards
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