Deepfakes, fabricated media generated using advanced AI algorithms, pose a alarming threat to authenticity. These manipulated videos and images can be used for detrimental purposes, such as fabricating evidence. To combat this persistent danger, researchers are creating deepfake detection software. This innovative technology utilizes AI algorithms