Deepfakes, synthetic media generated using advanced AI algorithms, pose a serious threat to authenticity. These forged videos and images can be used for malicious purposes, such as fabricating evidence. To combat this increasing danger, researchers are designing deepfake detection software. This groundbreaking technology utilizes machine learning t