I'd strongly rephrase the title, this is NOT a book on physics-based deep learning. This is a book on the deep learning approaches for physics problems DEVELOP

I'd strongly rephrase the title, this is NOT a book on physics-based deep learning. This is a book on the deep learning approaches for physics problems DEVELOPED BY THIS RESEARCH GROUP. I think that is a very very important disclaimer to this book. In addition, it is essentially used to strongly push their simulation framework Phi-Flow. I would NOT call this an accurate depiction of the field.