Machine Learning is a branch of Artificial Intelligence that enables systems to learn from data. It involves algorithms that automatically improve performance on a specific task through experience, allowing computers to find patterns and make predictions without explicit programming. This learning powers diverse applications from Predictive Analytics to self-driving cars.