Singapore is pretty much crowded all year round (it gets quieter around the school holidays outside of tourist attractions because every other Singaporean goes abroad); just avoid F1 season and public holidays as mentioned. Many tourists from China as well with our good international relations, so if you want to avoid additional crowds, check out their holidays (apparently the period from October 1 to 7 2017 is a holiday).