Up to now a large number of approaches and algorithms about biometric recognition techniques have been developed and proposed in the literature in details. Relationships about biometrics have recently been studied in the field by author research group. This paper presents a web based intelligent face mask prediction system based on artificial neural networks to predict faces from only fingerprint images. The aim of this study is to develop an online platform to be used by users, researchers or academics around the world. The results have been shown that the system can be used for live test through internet. The proposed web based system is successful to support and encourage researchers around the world to see and exercise this new concept in biometrics. The developed system predicts an appropriote face mask covering nose, eyes, ears and mouth from fingerprint images with the help of an intelligent model.