The role of machine learning in artificial intelligence is to enable systems to learn from data and improve their performance over time without explicit programming. Machine learning algorithms analyze patterns within large datasets, allowing for predictions, classifications, and decision-making capabilities. By continuously refining their models based on feedback and new data, machine learning technologies contribute to the development of more sophisticated AI applications, enhancing automation and efficiency across various domains.