The proliferation of deepfakes poses a significant danger to our world, distorting the lines between reality and fantasy. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can identify these artificial media with increasing accuracy. These cutting-edge tools leverage machine learning to analyze