I am starting to depend heavily on the IPython notebook app to develop and document algorithms. It is awesome; but there is something that seems like it should be possible,
First make sure you are in markdown edit model in the ipython notebook cell
This is an alternative way to the method proposed by others :

It also seems to work if the title is missing:

Note no quotations should be in the path. Not sure if this works for paths with white spaces though!