Machine learning is 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 algorithms analyze vast information of data, identifying patterns and relationships. This learned knowledge permits AI systems to perform tasks such as pre