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      1 # Softmax Regression
      2 
      3 ML D3
      4 
      5 **Definition:** Softmax regression is the process of running linear regression for k classes for a sample and then using the softmax function to determine the probability of it being a member of each class.
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      7 The softmax function is simply a function where you find the each element e^z, sum these values, and then divide the exponential of each element by the sum of all exponentials.