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One really cool property that logarithmic functions have is that derivatives are related to powers of $x$. More on that later.
Frequently there's no truth to that -- the person really just means that things are growing rapidly.
We have a very particular understanding of exponential growth: the rate of growth of an exponential function is proportional to the function value itself: i.e. \[ \frac{d}{dx}b^x= C b^x \]
We assume that base $b>0$; then the function $f(x)=b^x$ is always positive, and monotone increasing or monotone decreasing (unless $b=1$ -- in which case the function is constant -- not very exponential at all!).
$0 < b=1/e < 1$ | $b=e>1$ |
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This is because that is the base of an exponential function that possesses the amazing property \[ \frac{d}{dx}e^x=e^x \] The only (really interesting) function that is its own derivative (although any multiple of this exponential function also satisfies that property).
That means it's its own anti-derivative, too (up to a constant): \[ \int e^x \ dx = e^x+C \]
It's defined in terms of an exponential function, composed with a quadratic. (Isn't it beautiful?)
You statistician wannabes are going to be especially interested in exponentials.... But exponentials are important all over the sciences. Nature loves the exponential -- and also its inverse, of course: the logarithm.