Does geometric need to be capitalized?

Yes, you do capitalize "Geometry" if referring to a class title. Example: "Mrs. Smith teaches Advanced Geometry." But you wouldn't capitalize it in a general reference to the subject. Example: "I love geometry but I hate algebra."