Not your fault at all, . 
tutorial on site is out of date with current version of UE4. BlueprintActorBase used to be base of all Blueprints. It was removed and now Actor is just used to make things simpler. tutorial has been updated to reflect this, but hasn’t been published and uploaded yet.