To spare others frustrations, you need to run IPython from the same directory as the notebook you want to view. So to see chapter one:

    (your-virtualenv) ~/path/to/the/book/Chapter1_Introduction $ ipython notebook --pylab inline

and then it will be linked on the list. Importing from different directories apparently doesn't work.