Taylor series for different points... how do they look?
Solution 1:
...The best way would be showing me how it looks for different $a$ on a graph.
The others have done (most of) the math; I'll do the cartoons:
$\exp\,x$:
$\dfrac1{1-x}$:
$\ln(1+x)$:
$\arctan\,x$:
$\sin\,x$:
Note that the polynomials (except for the horizontal constant function) are "tangent" to the original function at the expansion point (shown in red above). That's sort of the idea: these polynomials are the unique $p$-th degree polynomials that have $p+1$-fold contact with the function being approximated.
Solution 2:
If you do a Taylor series around $0$ (also called a MacLaurin series) it looks like $f(x)=b_0+b_1x+b_2x^2+\ldots$. If you do it around $a$ it looks like $f(x)=b_0+b_1(x-a)+b_2(x-a)^2+\ldots$. The expansion is generally more accurate the closer $x$ is to the expansion point.