Feature Scaling Comparator

Compare StandardScaler, MinMaxScaler, and RobustScaler side-by-side

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When to Use Each Scaler

StandardScaler: When data is normally distributed, no significant outliers
MinMaxScaler: When you need bounded range [0,1], neural networks
RobustScaler: When data has outliers, skewed distributions