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You can associate a Public IP address with any VM by associating it to its NIC. Public IP addresses, by default, are set to dynamic allocation, but this can be changed to static.

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Cover of Exam Ref 70-533 Implementing Microsoft Azure Infrastructure Solutions

Note

That is correct. When you connect to a VM it needs to have an static IP address for its association.