C1_W2_Linear_Regression exercise help!

Hello - I am having a lot of trouble with the Linear Regression exercise. I was under the impression that labs and coding were optional so I am stuck here. Is there someone that can help?

The graded assignments are not optional.

If you are not comfortable with Python programming, you may need to attend a course for that before you continue.