Comment by mlnomadpy

indeed, there is an extensive work done in kernel learning that is facinating and one of the applications that still do these transformations are satellite imagery/multispectral imagery, you can get more information just from calculating the ndvi from the different bands of your image, which make it easy for your models to make decisions