Finite difference methods involve replacing the continuous derivatives in differential equations with discrete approximations. This is typically done by dividing the domain into a grid and using difference equations to approximate the derivatives at each grid point. The resulting system of algebraic equations can then be solved to find approximate solutions to the original PDEs.