In the context of artificial intelligence, machine learning involves training algorithms to recognize patterns and make predictions based on data. By using large datasets, machine learning models can learn from input features and improve accuracy over time. This technology enables diverse applications, from recommendation engines and image recognition to natural language processing and predictive analytics, transforming industries through automation and data-driven insights.