Machine learning forms a fundamental role in empowering AI systems by enabling them to learn from data and make autonomous decisions. Through algorithms and statistical models, machine learning approaches analyze vast information of data, identifying patterns and trends. This learned knowledge permits AI systems to perform tasks such as prediction