Deepfakes, synthetic media that replicates human appearances and voices with unnerving realism, pose a significant threat to credibility. As deepfake technology evolves at a phenomenal pace, the need for advanced detection software becomes imperative. Such sophisticated systems utilize advanced algorithms to analyze subtle anomalies in visual cues