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Introduction
Charles isabel, a professor at the georgia institute of technology. He has recently turned his attention to issues of ethics and fairness asai becomes deployed into the real world. Most recently he gave the opening keynote at nerups, the top machine learning conference. charles was ted into the american academy of arts and sciences - an honor that goes to only a handful of computer scientists each year.