Sensor Noise Reduction is crucial for enhancing the Accuracy and reliability of data collected by sensors, particularly in environments with high interference. Techniques such as filtering, Signal Processing, and Machine Learning are employed to Minimize noise and Improve signal quality, ensuring more Precise Measurements and better Performance of sensor-based systems.