Basic Facial Recognition: Facial Recognition System by using Dimensionality Reduction (Unsupervised Learning). The following are images depicting the process: The Average face of the Training images Plot of the singular value dicomposition The first six(6) eigen-faces of the system: Depiction of Test images on top with their respective encoded faces: Accuracy Rate of 78% and 80% from Testing set1 and set2 respctively: faces with a red shade were wrongly identified and the gray images where identified correctly.