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This article discusses the basics of machine learning and its application in creating algorithms and statistical models for computers to perform tasks without explicit programming. It specifically focuses on the use of decision trees as an accessible entry point into the field of data science. The article also guides readers through the process of creating an Expert Advisor for trading using machine learning techniques.