Probabilistic methods are techniques that utilize probability theory to solve problems that might be deterministic in nature, providing a framework for dealing with uncertainty and making predictions based on incomplete information. These methods are essential in fields such as statistics, machine learning, and computer science, where they help in modeling complex systems and making informed decisions under uncertainty.