Identity fraud is a persistent challenge that continues to shift, presenting new and complex challenges for individuals and institutions. Cybercriminals are frequently utilizing emerging technologies and patterns to violate sensitive personal information. One significant trend is the growing use of machine learning for creating fake identities. AI