Physics-Based Deep Learning Book
"Physics-based" Deep Learning seems like a misnomer. From the abstract "Deep Learning Applications for Physics" sounds more apt.
There definitely is value in transferring standard terminology and methods from physics to deep learning. But from the preview it's unclear if that is the focus.