Machine learning forms a fundamental role in empowering AI systems by enabling them to learn from data and make intelligent decisions. Through algorithms and statistical models, machine learning algorithms analyze vast volumes of data, identifying patterns and correlations. This learned knowledge enables AI systems to accomplish tasks such as pred