Changing from Single to Multiple entry Visa

How can I change my Single entry visitor visa to a Multiple entry??
Can I do it in Hsinchu, or Taipei??
I’m flying to Singapore next weekend, can I do it there?? Next time I’ll be going home to the States is late December and I need something to get me in Taiwan from Nov. 14-Dec. 20.