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Logistic Regression is a classification algorithm. It is used to predict a binary outcome (1 / 0, Yes / No, True / False) given a set of independent variables. To represent binary / categorical outcome, we use dummy variables. In this post, I will explain the math behind the Logistic Regression Model and how to implement it using Python.