Handling the target variable in data generation (question)

[wwymak]

Hi,
When I am trying to generate the synthetic data, do I need to treat the target column differently? Or would a correctly tuned generator take care of generating the 'correct' labels as well?
(e.g. in data augmentation for images, you don't change the target labels when you are transforming the image)

Thanks!