Video: Automatic Differentiation (AutoDiff) with Julia Video on YouTube
To run the notebook the easiest is to go to juliabox.com.
To just see the notebook: http://nbviewer.jupyter.org/github/alanedelman/YouTubeNotebooks/blob/master/Automatic%20Differentiation%20in%2010%20Minutes.ipynb