Even though the earliest machine learning model was released from the fifties when Arthur Samuel invented a application that calculated the winning chance in checkers for each side, the record of machine learning roots back again to a long time of human drive and effort to review human cognitive processes.[twelve] In 1949, Canadian psychologist Don