The proliferation of deepfakes poses a significant threat to our society, distorting 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 innovative tools leverage machine learning to analyze s