No. With ANNs, unless you're doing research into totally new ML architectures, you're not gonna do any maths apart from some arithmetic. And even if you do, it's usually quite simple maths, mostly matrix multiplications and simple non-linear transformations of scalars.

Nothing even close to solving differential equations, and there is very little analytical solving of anything. Advanced stuff may need some statistics in the theory side, but not really in applications.