Start from the Foundation: Why Most AI Learners Build Upside Down

Most AI beginners start with cutting-edge tools like ChatGPT, mistaking the roof for the foundation. This article provides a foundation-first learning sequence—Python basics, machine learning fundamentals, then generative AI—that transforms scattered online resources into a coherent roadmap. Understanding the proper progression saves months of confusion and sets you up for genuine competency in AI.