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Deepfakes, synthetic media generated using cutting-edge AI algorithms, pose a growing threat to authenticity. These forged videos and images can be used for malicious purposes, such as spreading misinformation. To combat this increasing danger, researchers are developing deepfake detection software. This innovative technology utilizes machine learn