Step 1: Click on 'Lectures' from menu on top and choose 'Attendance'.

(Note: First create lecture to remove the student from attendance.)

Step 2: Click on the lecture name, inside before submitting the attendance click on delete icon next to student name whom you want to remove.

You can easily view students appearing and not appearing the lecture.