Till now I had never seen Ellipsis. It seems very similar to slice notation [:]. Found an StackOverflow comment [1] that has more details about usage of Ellipsis in slicing higher dimensional array numpy.
[1] http://stackoverflow.com/questions/118370/how-do-you-use-the...