Beyoncé leads the field, with nine nominations overall, including four for Black Parade, a protest anthem released at the height of the Black Lives Matter protests this summer.
Swift, with six nods, could win album of the year for a record-breaking third time with her lockdown album Folklore.
Dua Lipa also picked up six nominations for the disco-tinged Future Nostalgia.
