If your learning path feels messy, this is the order that usually produces real progress fastest.
Python, Git, notebooks, and data basics
Statistics, supervised learning, and model evaluation
Feature engineering, error analysis, and iteration loops
Deployment, APIs, and turning a model into a usable artifact
Portfolio packaging and interview explanation
Main AI roadmap
Zoom back out to the full AI career path in Egypt.
Entry-level AI skills
Focus on the highest-leverage skills first.
AI portfolio projects
Use this after the fundamentals to build visible proof.
AI/ML program
Instructor-led AI path with guided practice and projects.