Video ads average about a half cent per view.
Display ads (google ads, for instance) average about .05 cents per view ( ie- you need 1k views to get 50 cents )
A server that comes with 100TB of bandwidth is about 200 bucks a month.
Now, is it going to be profitable? That all depends on the quality settings of the video + length + bitrate, etc..