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Leveraging a fine-tuned and pre-trained FaceNet model, we enhance celebrity face classification and verification. The pre-trained model offers a solid foundation in recognizing facial features, while fine-tuning on a celebrity dataset improves accuracy for specific identities, enabling precise recognition and reliable verification.