Dear Eric Mawuena Takyi

I don't think so. Almost all types of differential equations ( ordinary, partial, systems,etc.) have no direct approach to solve. Especially in the presence of non-linear terms. Here we need to analyze the type of singularities, equilibrium points,

limit cycles if any. All require special skills, and sometimes the construction of a Lyapunov function is needed.

Best regards

Thanks Issam.

Typically the step-size for the solver is very critical , with ML the gradients can be fine tuned ...