Math is fundamental to almost any problems, including building models, equation solver, mathematical space conversion, approximation, loss minimization,  numerical gradient, iterative solver, etc.

MSE:

 

Smoothing Term:

 

Data Term:

 

Iterative Solver:

 

to be continued …