Pelkie is an unincorporated community and census-designated place (CDP) in Baraga County in the U.S. state of Michigan. The CDP had a population of 51 at the 2020 census, which ranks it the second-least populated CDP in the state of Michigan. The community is located along the Sturgeon River in the northeast portion of Baraga Township.