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Although the earliest machine learning product was launched during the 1950s when Arthur Samuel invented a software that calculated the winning possibility in checkers for either side, the history of machine learning roots back again to a long time of human motivation and energy to check human cognitive processes.[12] In 1949, Canadian psychologist