Machine Learning (ML) is a subset of artificial intelligence that enables computers to learn from and make predictions based on data without being explicitly programmed. By using algorithms and statistical models, ML systems identify patterns and insights from large datasets, improving their performance over time. Applications of ML include speech recognition, recommendation systems, and autonomous vehicles, revolutionizing various sectors with enhanced data-driven decision-making.