there are a few car rental companies in Taiwan. I used Gharry. Online rental and put all your info (including passport number, Airline number, arriving time, pick up time........). You need a AAA issued international driving permit for driving in Taiwan. Fee ranged about $80-150 /day, depending what type of car you rent.
https://gharry.com.tw/en/index.php?clang=us