You cannot resign. There is a famous saying that as long as people move, they will make mistakes, so the boss will be dissatisfied and cannot back down because of this.

You have just graduated and entered the society. Take this as your first lesson, do a good job in the following things, change the boss's view of you, and become his right-hand man.