Machine learning is a subset of artificial intelligence that enables computers to learn from data and make predictions or decisions without being explicitly programmed. Unlike traditional programming, which relies on fixed algorithms, machine learning uses patterns and algorithms to tailor responses based on input data. This allows systems to continually improve their performance as they encounter more data. For example, a machine learning model can identify trends in images or speech, which would be impossible through traditional programming methods that lack adaptability and learning capability.