Feature Correlationa

  • If certain features in a dataset have a high correlation in a dataset, it becomes difficult to control specific features without changing the closely correlated ones.
  • For example, let’s say you have a dataset of  face images and want to add facial hair to an image of a woman, it’s likely that you’ll end up modifying more features as this feature is highly correlated with a male’s face.