Stochastic systems are those whose behavior incorporates an element of randomness, meaning their future states are not entirely predictable. Instead, their evolution is best understood through the lens of probability, describing potential outcomes and their likelihoods. This field provides mathematical tools to model and analyze systems where uncertainty plays a key role.