In this chapter, we assume that the goal is to predict, as well as possible, the type, or the class membership of an object in an image. We further assume that the user has access to a historical database or training set of objects and their features, along with their true type, or class membership. Previous chapters have dealt with the extraction of appropriate features describing, for instance, shape, geometrical or chromatic properties of an object.