Parrots mimic human speech by using their syrinx, which is a vocal organ located at the base of their trachea. They are able to manipulate this organ to produce sounds similar to human speech. Additionally, parrots have a unique ability to mimic sounds they hear in their environment through a process of vocal learning, which involves listening, practicing, and perfecting the sounds they want to imitate.