Finding $\lim\limits_{n \to \infty} \sum\limits_{k=0}^n { n \choose k}^{-1}$
The terms from $k = 2$ to $k = n-2$ are all at most $\frac{1}{ {n \choose 2} }$ by unimodality, hence their sum is at most $\frac{2}{n-1}$. So the entire sum is at most $2 + \frac{2}{n} + \frac{2}{n-1}$. The limit is $2$.
This does not exactly answer the question (which was answered very nicely by Qiaochu), but I am adding this as a curiosity.
We can write $\displaystyle \sum_{k=0}^{n} {n \choose k}^{-1}$ as an integral (which can be generalized to other expressions involving the reciprocals of the binomial coefficients).
We have the following beta integral identity
$${n \choose k}^{-1} = (n+1)\int_{0}^{1} t^{n-k}(1-t)^k \ dt$$
(For a nice application of Beta integrals, see this answer by Robin Chapman: Formula for the harmonic series due to Gregorio Fontana.)
We have
$$\sum_{k=0}^{n} {n \choose k}^{-1} = (n+1) \sum_{k=0}^{n} \int_{0}^{1} t^{n-k}(1-t)^k \ dt$$
$$ = (n+1)\int_{0}^{1} \sum_{k=0}^{n} t^{n-k}(1-t)^k \ dt$$ $$ = (n+1)\int_{0}^{1} \frac{t^{n+1} - (1-t)^{n+1}}{2t-1} \ dt$$
We should be able to use the analytical tools available to investigate the properties of this integral.
For instance, at least two different proofs that the limit is $2$ can be found here: Different proofs of $\lim\limits_{n \rightarrow \infty} n \int_0^1 \frac{x^n - (1-x)^n}{2x-1} \mathrm dx= 2$
For an example of a different use of this integral formula:
Setting $\displaystyle 2t-1 = y$ we get
$$\sum_{k=0}^{n} {n \choose k}^{-1} = \frac{n+1}{2^{n+2}} \int_{-1}^{1} \frac{(1+y)^{n+1} - (1-y)^{n+1}}{y} \ dy$$
Expanding out the right side gives us this nice looking formula
$$\sum_{k=0}^{n} {n \choose k}^{-1} = \frac{n+1}{2^n}\left(\frac{{n+1 \choose 1}}{1} + \frac{{n+1 \choose 3}}{3} + \frac{{n+1 \choose 5}}{5} + \dots \right)$$