One thoughtful learning path connects programming, data, machine learning, and production engineering—without treating it as a rigid checklist.
FOUNDATIONS → PRODUCTION
7 connected learning stages
THE PHASE ONE ROADMAP
AI Engineer Foundations: From Core Concepts to Production Systems
Build the skills to understand, design, evaluate, and operate AI-powered applications. Start where your experience fits and follow the connections that matter to your goals.
Python & softwareMachine learningLLM applicationsProduction systems
Flexible by design: Learn foundational programming first, then explore data handling and machine learning in parallel. Later stages depend on the knowledge that supports them—not on a universal timetable.