As already mentioned, you should open a company there at least before you walk into a bank. You may even speak to a few agency services that help to incorporate business in Singapore first and even ask them, if they want to take you by hand to one of the banks.
Anyway, the large min. deposit required will stop 99% of people considering banking in Singapore from the SM business segments.