How can I memorize the polyatomic ions? Is there an acronym?

There is no acronym. Mostly you learn them by using them. You could make flashcards using note cards, starting with the most familiar ones, then adding more note cards with more ioni poliatomici. You could ask your teacher which ones you are expected to memorize.