Identity fraud is a ongoing challenge that continues to evolve, presenting new and devious challenges for individuals and institutions. Cybercriminals are frequently exploiting emerging technologies and strategies to violate sensitive personal information. One notable trend is the growing use of machine learning for creating synthetic identities.