1. Click on Grades in the Contextual menu at the top of the Course page. 

2. Click on the red button in the top left (by default - Grader report) until you find Gradebook setup  

3. Click Edit of the item that you want to hide and click Hide.

Return to the Setup Gradebook main resource page for more information on other topics.