Hi Jonathan,
You would need to user Adobe creative cloud packager which creates an installation package and deploy to users machines. i assume, you are installing Adobe creative cloud desktop app from a network drive which is not recommended.
Creative cloud packager workflow: http://helpx.adobe.com/creative-cloud/packager.html?t2
Thanks,
Ashish