Youssef Assis

Notes
& Shared Learning.

This is a space where I track what I'm learning in computer vision and medical AI. It serves as a digital notebook — a place to clarify my thoughts, summarize papers, and share practical lessons from moving between research and industry.

I hope these notes can be useful to others navigating the path from theory to real-world applications.

AI in Healthcare2026-04-02

Managing Development Artifacts in AI for Healthcare

A structured approach to tracking datasets, models, and evaluations to ensure reproducibility, clarity, and alignment with regulatory expectations in healthcare AI.

Open Note →
Regulation2026-04-01

Navigating FDA Guidance for AI in Healthcare

A friendly introduction to FDA recommendations when developing and evaluating AI models as medical devices.

Open Note →
Regulation2026-03-29

From Training to Clearance: Validating AI Models in Healthcare

A step-by-step guide to validating and verifying AI models, from development and testing to clinical evaluation and regulatory clearance.

Open Note →