In today's online world, protecting access to important information is paramount. Conventional authentication methods, such as passwords and PINs, are increasingly susceptible to attacks. Biometric voice authentication offers a effective solution by leveraging the individuality of an individual's vocal patterns. This technology analyzes minute vari