@phsicsboy,
The ball has no vertical component of velocity at the peak of its trajectory. Gravity is always pulling down at a constant rate as raprap said. So the acceleration does not change in time.
In math, especially calculus, the maximum and minimum values are the highest and lowest points on a graph respectively. The graph in the x-y plane of a ball thrown is always a parabola (unless thrown straight up). If you graph the velocity of the ball as it changes in time, you will a straight line (v =v0 + at). So the velocity has no maximum value because it has no peak. It is the vertical height that is at a maximum. And the acceleration is always constant (-9.81 m/s^2 or -32.2 ft/s^2). So if you graphed the acceleration with time you will get a straight line.