### outliers Go back to the [[AI Glossary]] Values distant from most other values. In machine learning, any of the following are outliers: Weights with high absolute values. Predicted values relatively far away from the actual values. Input data whose values are more than roughly 3 standard deviations from the mean. Outliers often cause problems in model training. Clipping is one way of managing outliers.