In the context of artificial intelligence, 'machine learning' refers to a subset of AI that enables systems to learn from data and improve their performance without explicit programming. By using algorithms and statistical models, machine learning allows computers to analyze patterns, make predictions, and adapt to new information. It is widely applied in various fields, including natural language processing, image recognition, and recommendation systems, transforming how businesses and technologies operate through improved decision-making capabilities.