1. A feature representation of the input. For each input observation x (i) , this will be a vector of features [x 1 , x 2 , ..., x n ]. We will generally refer to feature i for input x ( j) as x ( j)i , sometimes simplified as x i , but we will also see the notation f i , f i (x), or, for multiclass classification, f i (c, x).