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In order to get a remote desktop connection to recognize a device from your local machine that is acting as client for the RDC session, you'll need to redirect the USB device. Instructions on how to do that in Windows are here:
You suggestion of hosting the installer files on a network drive accessible to the remote machine is probably the best solution however as redirected devices can sometimes be buggy, or may even be disabled by your IT dept.