Even though the earliest machine learning product was released during the 1950s when Arthur Samuel invented a software that calculated the profitable probability in checkers for either side, the record of machine learning roots again to decades of human motivation and energy to check human cognitive processes.[twelve] In 1949, Canadian psychologist