Taoyuan is about a 25 minute taxi ride from the international airport and around 30 to 40 minutes from Taipei.
There's also a 60NT bus that leaves from the bus terminal of Taiwan Taoyuan International Airport TPE. It is clearly marked with English and traditional Chinese characters.
The is a shuttle bus from the airport to Tao-Yuan HSR station at 30 NT.
