Gang Fang's Blog

I have studied everything until 2.1.

Methods such as maximum likelihood and Bayesian parameter estimation are used to learn probabilistic models.

Probabilistic modeling deals with uncertainties and is used to predict probability of future events. To paraphrase, probabilistic models output a probabilistic distribution over possible answers.