정규화
Broadly speaking, the process of converting a variable’s actual range of values into a standard range of values, such as:1
- -1 to +1
- 0 to 1
- Z-scores (roughly, -3 to +3)
Normalization is a common task in feature engineering. Models usually train faster (and produce better predictions) when every numerical feature in the feature vector has roughly the same range.