Giving up on a course
Every courses that you have applied for, will appear on the Transcript of Records (which is the final document detailing your results). This means that if you give up a course after the deadline for the changes i.e. after the second week of classes, the course will appear on your Transcript of Records where it will be listed as "Did not attend".
You do not need to pay anything in this case.