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Although the earliest machine learning design was introduced from the 1950s when Arthur Samuel invented a application that calculated the successful prospect in checkers for either side, the background of machine learning roots again to a long time of human want and effort to check human cognitive processes.[thirteen] In 1949, Canadian psychologist