Noise reduction techniques are essential for enhancing signal quality by minimizing unwanted disturbances in various applications, from audio processing to image enhancement. These techniques employ various methods such as filtering, statistical analysis, and machine learning to separate noise from the desired signal, improving clarity and accuracy.