Revert "Merge pull request #89 from esc/improve_intro_numpy"

This reverts commit 9e42c68c7ebae914a2f7cd19a7c200c01f17b901, reversing
changes made to c743683454c3f8b7b6ea231f5c4549d3ebb8073b.