Aguas Calientes
From Santa Teresa we drove another 25 minutes and came to the tourist train station but we didn't have tickets so had to walk along the railway tracks for 2 hours by foot until we arrived at Aguas Caliente. I think it is $18US for the 45 minute train ride and it was included on our trip back.