A 12-Month AI/ML Roadmap for Engineers Who Feel Behind

A deliberate 12-month learning plan built specifically for experienced software engineers who want to break into AI/ML engineering — not a beginner tutorial, but a structured path from ML foundations through LLMs, production systems, and a capstone that turns a year of steady work into visible career leverage. Most of the resources are free. The rest are investments worth making.