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This says that an exponential function has a slope function which is just a constant times the function itself (and the constant is the log, base \(e\), of \(a\)).
In particular, let $F(x)=e^x$, where $e \approx 2.71828$ (it's irrational, like $\pi$). Then \[ \frac{d}{dx}[F(x)] = F(x) \hspace{1in} (= F'(x) = F''(x) = F'''(x) = ....) \]
This is certainly one of the most amazing rules. It says that $e^x$ is an exponential function which is its own derivative: whose values are its slopes, as well (and all its higher derivatives as well -- its concavity, its jerk, ...).
Here's an animation which motivates the discussion...
There are two ways to go about proving it:
(By the way, the polynomials are merely a subset of the rational functions: they're the rational functions with constant polynomials for denominators.) \[ f(x)=4x^3-7x^2+5x-1=\frac{4x^3-7x^2+5x-1}{1} \]
See? So what's the derivative of \[ F(x)=\frac{x^2-3x-4}{x-2} \]
Derivatives of rational functions are easy now! (No more limit definition derivations for you -- at least most of the time). But we still have a few more rules to prove....
One thing to be aware of is that "surds" (those horrible square and cube root signs) really represent non-integer powers (and so the power rule can be used).