 A learning problem is defined by a finite or countably infinite set of possible hypotheses \(\mathbf{H} = H_1, H_2 , \ldots ,H_n,\ldots\).  These hypotheses are mutually exclusive and jointly cover all possibilities consistent with the inquirer’s background assumptions.