The 'curse of dimensionality' should be required reading https://en.wikipedia.org/wiki/Curse_of_dimensionality for anyone getting into genetic algorithms or deep learning.
Also previously on HN http://www.visiondummy.com/2014/04/curse-dimensionality-affe...