Deepfakes, synthetic media generated using cutting-edge AI algorithms, pose a alarming threat to authenticity. These manipulated videos and images can be used for nefarious purposes, such as undermining trust. To combat this evolving danger, researchers are developing deepfake detection software. This innovative technology utilizes computational mo