Adaptive Signal Processing involves algorithms and techniques that allow a system to automatically adjust its parameters to better process signals in real-time, often in environments where signal characteristics are unpredictable or change over time. This approach is crucial in applications such as noise cancellation, wireless communications, and radar systems, where adaptability leads to improved performance and efficiency.