1 Introduction  
2 Significance of Physics-Guided Deep Learning  
3 Problem Formulation  
4 Physics-Guided Loss Functions and Regularization  
5 Physics-Guided Design of Architecture  
6 Hybrid Physics-DL Model  
7 Invariant and Equivariant DL Models  
8 Discussion  