As technology evolves, the need for secure and convenient authentication methods becomes increasingly vital. Voice biometric authentication, a rapidly developing field, offers a compelling solution. By analyzing an individual's unique voice traits, this technology can authenticate their identity with high accuracy. This approach presents numerous a