Adaptive filtering is a process in which a filter self-adjusts its parameters to optimize its performance in real-time, often used to remove noise or interference from signals. It is widely applied in areas such as signal processing, telecommunications, and control systems, where the environment or signal characteristics are dynamic and unpredictable.