Deepfake refers to the use of artificial intelligence and machine learning to create highly realistic manipulated videos, images, and audio recordings. Deepfakes can be used to deceive individuals or manipulate public opinion by impersonating someone and spreading false information. As a result, deepfake cybersecurity efforts are concentrated on preventing this particular type of fraud from taking place.