The first female athlete to win an Olympic gold medal in boxing is Katie Taylor from Ireland. She achieved this remarkable feat at the 2012 London Olympics in the women's lightweight division. Taylor's victory marked a significant milestone in both women's sports and boxing, inspiring future generations of female athletes to pursue their dreams in competitive sports.