Statistical inference refers to methods to infer or deduce properties of a Probability distribution (a probabilistic model, like a Graphical model) from observed data.
Probability is a subjective belief. Typically interested in working out Posteriors from Priors and the data.
Probability as frequencies
Ficticious samples
Confidence intervals