Machine Learning – Should There Not Exist An Internal Prediction Function For Missing Values? Like GIMP Heal Transparency

A quick idea.

When data is not perfect. When its missing values in some column.

I wonder. Should there not exist a multidimensional function like the GIMP Heal Transparency?

With this you could fill in missing values with realistic predictions.