Machine learning is an application of artificial intelligence that uses algorithms and data to allow computers to learn without being explicitly programmed. It describes how computers can perform tasks by learning from previous experiences. The document discusses types of machine learning like supervised learning and reinforcement learning. It also provides examples of real-life machine learning applications like traffic prediction, email spam filtering, and product recommendations.