Every year, a huge number of children are missing in India. The number of missing cases is untraced. This Book proposes an innovative usage of machine learning techniques for the identification of the missing children. The Public can take the photograph of the suspicious child and upload in the common portal by specifying their location and contact information. The uploaded image was automatically compared to the recorded images of the missing child in the database. The supervisor stores the details of the missing child in the repository with the details of the child. Classification is carried out with input image and the best match is chosen from a registry of missing children. A predictive model is trained to recognize the missing child from the repository.