I ask primarily because despite not having taken that many math classes (up to two semesters of a PDE class in college), it would be very interesting if maybe we could gain intuition regarding nonlinear PDE's by looking at properties of their algebraic counterparts (i.e, from properties of parabolas for example, we could gain a better understanding of parabolic PDE's). This would extend to looking at other algebraic curves to study many other differential equations, at least, that is what I am thinking.
Also, if this actually is a field of research currently, what would be a good way to get into it (books and papers to read, and possible people who are doing this kind of thing to look into)?