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Decision trees are a powerful and popular tool in machine learning used to classify data and make predictions. This guide provides an overview of decision trees, including their structure, how they work, and how they can be used in machine learning. It also discusses the advantages and disadvantages of decision trees, as well as tips for using them effectively. Examples of decision trees in action are also provided.