Machine learning is 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 datasets of data, identifying patterns and relationships. This learned knowledge permits AI systems to execute tasks such as predicti