Although the earliest machine learning design was launched from the 1950s when Arthur Samuel invented a system that calculated the profitable likelihood in checkers for all sides, the historical past of machine learning roots back to decades of human motivation and energy to check human cognitive processes.[twelve] In 1949, Canadian psychologist Do