On: Machine Learning 101: What Is Regularization?

[achompas]

> In actual machine learning context, it is usually called data resynthesis or data hallucination.

Your comment is the fourth-highest search result for "data resynthesis" on Google. These are not common phrases by any stretch.

Also, describing regularization in a model-fitting context is not "problematic," it's the main application of the concept.