简述机器学习的概念和应用。
Machine learning is a subset of artificial intelligence that involves building algorithms that can learn patterns from data, without being explicitly programmed. It has applications in various fields such as image recognition, natural language processing, recommendation systems, fraud detection, and predictive maintenance.