In chemical kinetics, the law of mass action gives us reaction rates of the form
$$r=k x^a y^b$$
where $r$ is the time derivative of either $x$ or $y$ times a constant
$$r=-\frac{dx}{\beta dt}=-\frac{dy}{\gamma dt}$$
Here's an example
$$r=k x^2 y= -\frac{dx}{2dt} = -\frac{dy}{dt}$$
In general, how would I go about solving these differential equations for $x(t)$ and $y(t)$?
Numerically. In particular, if you have more than two reactions, pencil and paper methods will either fail or be too error prone.
If you do not want to do the programming yourself: standard software packages like octave or matlab have built-in solvers for systems of ordinary differential equations which are very accurate and fast.