Google Maps Not Showing up in my device
You need to mention a specific place in your city or even better, your current location. I'm sure there are more than a single bank with the same name in your city so it's better if you specify the branch too(typing your bank name should show the locations).

Anyways I opened Google Maps on my PC and searched the term "bank" and there was no bank of the name you searched. See this link for my exact search and the complete list.