However, this form of manifold prediction offers several advantages over prediction through empirical formulas. As previously mentioned, it is extremely challenging to predict through formulas because of the complex coupling of fluid rheology and solvent evaporation during spin coating. To our best knowledge, there are no previous works that have been published on modeling relationship of spin coating parameters utilizing a three-dimensional machine learning model.