AI/ML Engineer Shortcuts Won't Replace Core CS Skills

A developer argues that quick AI/ML crash courses and certificates are insufficient for production-level machine learning. Real ML requires solid software engineering, data structures, and system architecture. The post recommends Microsoft Learn's Azure AI fundamentals as a structured alternative to hype-driven tutorials.