I am new to azure RM model.Please help me to copy and install an exe in VM created in resource manager portal using powershell script or using API. Thanks in advance.
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If you want to do the install the EXE remotely then the VM needs to be configured to allow for remote management - you can do this via WinRM. See: https://www.penflip.com/powershellorg/secrets-of-powershell-remoting/blob/master/accessing-remote-computers.txt and http://tarkus.me/post/64761019099/windows-azure-vms-remote-management
Setting this up is non-trivial (you need to ensure it's secure). You could also try adding an VM extension to the VM that will do the copy. Since the VM is already provision I think the only option here would be to use DSC though I've never added a DSC extension to a VM post-provisioning, it should work. That would require authoring and staging a DSC script in addition to adding the extension but definitely less complex than enabling remote management.
Simplest by far is as Gaurav suggested and log on to the VM and copy from there.