Well, Actually, There Is a Free Path From 'I Watched a YouTube Video' to 'I Trained a Model'
KDnuggets has assembled a five-course curriculum that progresses from classical machine learning algorithms to training large language models from scratch. The courses are free. The sequence is intentional. You do not get to skip steps.
This teaches the principle of structured scaffolding in skill acquisition. You will learn that AI literacy is not a single threshold but a progression of competencies, each enabling the next. Your workflow should begin with foundations rather than chasing the newest model release.
KDnuggets, a data science and machine learning publication, curated this roadmap from existing freely available educational resources. The source does not name individual instructors or institutions for each course.
Step 1: Open your browser and navigate to kdnuggets.com, then search for '5 free courses AI beginner practitioner' to locate the article. Step 2: Read the full article to identify the first course in the sequence and its platform. Step 3: Enroll in that first course and complete its introductory module, noting which prerequisites you actually needed versus assumed you needed.