AWS CloudFormation without Public IP

I’d like to launch the new AWS 4.5 version without a public IP address - is that possible?
If so, how do I do it?
Thanks in advance.

Seems like all I needed to do was edit the template and remove the resource reference to a public IP address.
It seems to be working fine, now.