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Even though the earliest machine learning design was introduced within the fifties when Arthur Samuel invented a software that calculated the winning opportunity in checkers for all sides, the historical past of machine learning roots back to decades of human drive and effort to check human cognitive processes.[thirteen] In 1949, Canadian psycholog