Identity fraud is a chronic challenge that continues to shift, presenting new and sophisticated challenges for individuals and organizations. Cybercriminals are frequently exploiting emerging technologies and trends to compromise sensitive personal information. One significant trend is the increasing use of machine learning for creating fake ident