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" ... Representation, the first chapter, focuses on the need to represent a wide variety of people by describing the evolution of machine vision systems. That includes the inherent bias of mainly white, male images in many of the primary databases used to train systems. The chapter is well written but nothing new. Fairness, again, doesn’t trod new ground, describing paroles systems and their problems. The point of this chapter is about how a broken system, such as in criminal justice, isn’t the best thing to use as a pattern when training an inference engine. ... "