The news came as a shock as Bieber had only just split from his childhood sweetheart, Selena Gomez months earlier.
Baldwin is the daughter of actor, Stephen Baldwin and the niece of Alec Baldwin.
She told Stellar magazine she was "beyond excited" about getting married.
She said she tries to block out negative criticism of her relationship.
"I don't think it's affected me really. I have learned to just try my best to ignore the negativity at this time so that I can enjoy this season of my life," she said.