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