Best Scikit-Learn Courses

Kaggle's two-part ML sequence teaches scikit-learn through real competition datasets, covering decision trees, random forests, pipelines, and cross-validation with immediate hands-on practice. The intermediate course is particularly valuable for learning data leakage prevention and proper validation strategy — mistakes that trip up even experienced engineers.