An adaptive filter is a mathematical technique used to process signals and data in real-time with the ability to adjust to changing signal environments or criteria. It requires specialized knowledge in signal processing, algorithm development, and statistical analysis. The skill of designing and implementing adaptive filters is essential for many applications in fields such as telecommunications, digital signal processing, and control engineering.