Client side GPO for Server 2012 RDS

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I have a Server 2012R2 VDI collection. I am looking at using Windows 7 ThinPC for the local workstations to access the collection. Since these are general use machines (think kiosk mainly), I would like to use one generic domain account and have them auto logon and auto connect to the collection. It would be nice if this could all be done with Group Policy but I am having a difficult time actually finding any information on this portion of the setup. All the results I have found only discuss setting certain group policies for the VDI collection, not the clients that are connecting to them.

 

Any help would be greatly appreciated.