There are many different compactifications of the complex numbers -- essentially, ways to add points "at infinity" to make calculus behave nicely.
The most common is the projective complex numbers. In that number system, there is only one infinite number, and x \cdot \infty = \infty for all nonzero complex numbers x. (0 \cdot \infty is not in the domain of \cdot -- i.e. it's undefined) This can be pictured as the Riemann sphere.
Another one that crops up sometimes is to consider the set of all a + b \mathbf{i} where a and b are extended real numbers. The extended real numbers are the ones you're probably familiar with from calculus (although you weren't taught to use them as numbers) -- it has two infinite numbers called +\infty and -\infty. Topologically, this looks like a square. (In the same sense that the closed interval [-\infty, \infty] has the same shape as the interval [0, 1])