In the sentence
"Your class does start"
it is the verb "to do" that gets conjugated as the third person singular "does". The verb "to start" does not get conjugated, but remains as an infinitive.
Similarly,
"The boy does jump" (not "the boy does jumps)
"The horse does run" (not "the horse does runs)