Biometric face recognition technology is a key to security. Finding someone’s photo or video on Facebook or Youtube is easy. These images and videos can be used for ill intent. Face recognition-based biometric authentication systems are vulnerable to attacks via paper photographs, screen replay or 3D face reconstruction. A security system designed to prevent face spoofing is important. Following is an overview of presentation attacks and anti-spoofing techniques powered by Machine Learning.