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Free public beta until December 4, 2026: every course is open, no card needed. After that, the first chapter of each course stays free and full access is a one-time $39 ($19 for up to 100 founding members chosen for helpful feedback). Your progress is kept. How the beta works

machine-learning

Exploring and preparing the data

taught

Applying this course's own EDA and preprocessing toolkit to one real, continuous project rather than isolated exercises.

Taught in

Requires

Local knowledge map

Local knowledge map

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Solid arrows are required prerequisites; dashed are recommended or helpful. Lower rows are more foundational. Click any box to jump to that concept.