You can also buy an EasyCard from the Airport MRT station service window. They can put any amount you want. There are also machines and service windows in every MRT station in Taipei, Taoyuan (including Airport MRT), Taichung, or Kaohsiung. You can buy a card and add any amount you want at the window, in cash only.