Atmospheric neutrinos are subatomic particles produced when cosmic rays interact with Earth's atmosphere, providing valuable insights into particle physics and neutrino oscillations. They are crucial for understanding fundamental processes in the universe and are detected using large underground detectors to study their properties and behavior.