discriminative and generative models

ml

discriminative models

what

• only model the conditional distribution of the output, given the input and model parameters, i.e. $p(y|x,\theta )$.

generative models

what

• model the full joint distribution of the output and the input given the model parameters, i.e. $p(x,y|\theta )$.