Machine learning forms a fundamental role in empowering AI systems by enabling them to learn from data and make sophisticated 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 execute tasks such as predict