All of the course offerings I looked at show that they are free to AUDIT but cost an unlisted amount if you want college credit.
I suppose it would be to your advantage to audit the class first so you can see the assignments, then pay and take the course for credit.
I think being able to take difficult classes for audit is a better way to go. It may take longer, but it helps master the material.