The proliferation of deepfakes poses a significant danger to our society, confusing the lines between reality and illusion. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can unveil these synthetic media with increasing accuracy. These advanced tools leverage machine learning to analyze subt