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Machine learning is a branch of artificial intelligence that enables computers to learn from data and improve performance without being explicitly programmed. It involves algorithms that identify patterns, make predictions, and adapt over time. Machine learning is used in applications like recommendation systems, image recognition, and natural language processing.