A subset of artificial intelligence that focuses on developing algorithms and models that enable computers to learn from data and make predictions or decisions without being explicitly programmed. Machine learning is applied in various fields, including recommendation systems, natural language processing, and image recognition, and it plays a crucial role in automating tasks, improving decision-making, and enabling data-driven insights.