1. We are given the exponential function $y = a^x$ and a point on the graph $(2, 64)$.
2. Substitute $x = 2$ and $y = 64$ into the equation:
$$64 = a^2$$
3. To find $a$, take the square root of both sides:
$$a = \sqrt{64}$$
4. Since $a > 0$, we take the positive root:
$$a = 8$$
**Final answer:** $a = 8$
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