The proliferation of deepfakes poses a significant risk to our world, blurring the lines between reality and illusion. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can unveil these forged media with increasing accuracy. These advanced tools leverage deep neural networks to analyze subtle a