Career learning maps
AI roadmaps for IT roles
What to learn about AI for a specific profession: from a shared AI Core to role-specific workflows, risks, practicums, and milestones.
8 interactive maps are currently available with complete evidence routes.
AI Engineer
From programming foundations to production AI systems
Backend Developer + AI
AI capabilities in reliable backend systems
DevOps / SRE + AI
Reliable operation of AI workloads
Data Analyst + AI
Verified analytics with AI, SQL, and spreadsheets
Frontend Developer + AI
AI interfaces, streaming UX, approvals, and generative UI
Business Analyst + AI
Requirements, process analysis, and AI use-case discovery
Product Manager + AI
AI product discovery, metrics, economics, and lifecycle
Cybersecurity Specialist + AI
Threat modeling, red teaming, and AI system protection
One model without duplication
Each professional map reuses shared articles, glossary entries, topics, and evaluation materials. Role-specific branches add only the workflows, risks, tools, practicums, and readiness criteria unique to that profession. Course mode projects the same data into sequential modules and preserves progress.