Dive into a comprehensive exploration of biometric security vulnerabilities in the 21st century through this conference talk from Nullcon Goa 2023. Examine the current state of AI and machine learning in biometrics, analyze the ML attacks landscape, and witness practical demonstrations of device exploitation. Learn about emerging threats to customer data privacy and creative techniques for bypassing liveness checks. Discover the process of creating a "universal synthetic face" to circumvent authentication mechanisms. Gain valuable insights into ML hacking, physical penetration testing, application security, and hardware security engineering. Conclude with a practical security checklist and participate in an informative Q&A session. Essential viewing for cybersecurity professionals, ML enthusiasts, and anyone interested in the future of biometric authentication.