Holder Inequality Lemma: A 2 minute proof

The Cauchy -Schwarz Inequality is widely used; it turns out to be a special case of the Holder Inequality. That in turn depends on this little lemma, which can be proven with a bit of calculus. The proof is mostly taken from Casella and Berger.