Identity fraud is a chronic menace that continues to shift, presenting new and devious challenges for individuals and organizations. Cybercriminals are frequently exploiting emerging technologies and strategies to breach sensitive personal information. One significant trend is the increasing use of machine learning for generating fake identities.