Machine learning is a subset of artificial intelligence (AI) that enables systems to learn from data and improve their performance over time without explicit programming. It focuses on developing algorithms that can recognize patterns, make predictions, and adapt based on new information. Machine learning is integral to AI, as it provides the foundation for creating intelligent systems capable of processing vast amounts of data to assist in decision-making across various domains, including natural language processing and computer vision.