How to encode categorical features for ML with scikit-learn
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Karina | Python | Excel | Stats | DataScience | DataAnalytics on Instagram: "Encoding in machine learning: label encoding, one-hot encoding, target encoding and frequency encoding l. Which encoding to use? Is there natural order? → YES: Label encoding (Small < Medium < Large) → NO: Continue... How many unique categories? → Less than 10: One-hot encoding → 10-100: Target or frequency encoding → 100+: Target encoding (one-hot explodes) Does frequency/popularity matter? → YES: Frequency encoding →
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