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Machine learning, as a subfield of artificial intelligence, enables computer systems to automatically improve by learning patterns and information from data. Machine learning algorithms analyze large datasets to identify patterns and relationships within the data, and use this information to make predictions, take decisions, and generate solutions. These systems, which learn from experience and data, possess the ability to improve without human intervention. They are applied across a wide range