Be very careful not to expose your cash along the queue or after changing money. they places (esp chinatown area) do have watchful eyes to target for a rob.
I am not sure of your qtm, i know there are money changers who will come to your work/residence to change for you safely if the amt is large enough (ie sgd10k).