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Over the past decade, industry professionals have had the opportunity to practice data science and implement machine learning algorithms across various industries. This article focuses on the shift from traditional machine learning algorithms to Bayesian methods, which require a different way of thinking. It provides an overview of the authors and books that have helped shape the field, as well as the opportunities that have been available to professionals.