New: Check out the New Progress page!
The Progress page shows your grade on various assignments. The "average" is the percentage of points you have earned so far for a particular assignment type out of the total possible points for all assignments of that type. As you complete more of the course and earn more points on that assignment type, the average will increase.
For details on individual problem scores within an assignment, see View Your Grading Details.