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Data School - 🤖⚡ scikit-learn tip #43: With a tree-based model, try OrdinalEncoder instead of OneHotEncoder even for nominal (unordered) features. Accuracy will often be similar, but OrdinalEncoder will be much faster!
fit_transform(), fit(), transform() in Scikit-Learn | Uses & Differences