Follow the AI Fundamentals for Builders learning path on AI Builders Network - a free, structured roadmap with curated resources and step-by-step progress tracking.
This path is for complete beginners, career changers, students, analysts, and curious professionals, who want a working, hands-on understanding of AI rather than another news-feed summary. No coding background is required; the Python you need is taught inside the path.
By the end you'll be able to: Explain how large language models work and where they fail; Use frontier models effectively with structured prompts; Write and modify simple Python scripts in Google Colab; Call a model API and build your first AI-powered script; Choose an AI specialization with a realistic career view.
Yes. You can become an effective AI user and prompt designer with zero code, and this path teaches the small amount of Python needed to call model APIs along the way. Most beginners reach their first working AI script within three to four weeks of part-time study.
About four weeks at five hours per week. That covers how language models work, core vocabulary, hands-on prompting, basic Python, and calling your first model API. Going from fundamentals to job-ready engineering skills typically takes another two to four months of project work.
Not for building with AI. Modern AI building means composing model APIs, prompts, and data: not deriving equations. Linear algebra and statistics only become important if you later specialize in training or fine-tuning models rather than building applications on top of them.