Machine learning is a subset of artificial intelligence that focuses on the development of algorithms and models that allow computers to learn from data and make predictions or decisions without being explicitly programmed for a specific task. It involves the creation of statistical models that can generalize patterns from data and adapt to new information, leading to the ability of machines to perform tasks and improve their performance over time. This capability makes machine learning a crucial component of many AI applications and systems.