I don't recall fireworks over the Memorial Day weekend. I know Sea World usually has some during that time. Fireworks usually occur from July 4th to mid-August and then the two weeks of Christmas and New Year's.
Last year when we were there in April there were fireworks at IOA. It was just about the same time that the Mardi Gras Parade started. We were on the float in the float waiting area.