Deepfake technology, with its ability to seamlessly fabricate realistic video and audio content, poses a serious threat to our reliance. Detecting these fabricated media has become increasingly crucial. Thankfully, researchers are developing sophisticated algorithms designed specifically to unmask deepfakes. These analysis systems leverage machine