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alexflint comments on Machine learning and unintended consequences - Less Wrong
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Dataset bias is a huge topic in computer vision at the moment. An excellent (and humorous) overview is given by Efros and Torralba: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5995347&tag=1.