Stochastic entities, like random variables, probability distributions, and stochastic processes, exhibit randomness and can be used to model uncertain or probabilistic events. In contrast, non-stochastic entities are deterministic and lack randomness, with their behavior following well-defined rules or laws. Examples include linear algebra, calculus, and numerical methods, which provide tools for analyzing and manipulating mathematical structures and functions.