I wouldn't recommend buying "cheap discs" just to loose them.
Throw mids until you hit the fairways consistently, then throw slower, neutral, drivers until you hit fairways consistently.
Like Sillybizz has said, look for landmarks where your disc went astray. Not only this, but resist the urge...