Deepfakes, fabricated media generated using advanced AI algorithms, pose a alarming threat to credibility. These forged videos and images can be used for malicious purposes, such as undermining trust. To combat this persistent danger, researchers are developing deepfake detection software. This pioneering technology utilizes machine learning to ide