What is Bayes' theorem in machine learning?

Quick Introduction to Bayes’ Theorem. In machine learning we are often interested in selecting the best hypothesis (h) given data (d). In a classification problem, our hypothesis (h) may be the class to assign for a new data instance (d).
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