Identity fraud is a ongoing challenge that continues to shift, presenting new and devious challenges for individuals and organizations. Cybercriminals are regularly utilizing emerging technologies and patterns to compromise sensitive personal information. One striking trend is the escalating use of machine learning for generating forged identities