Logistic Regression

• The way to use a linear model to do binary classification.

• Use a Sigmiod Function

• Use the Maximum Likelihood Estimate

• Results in a logistic model

• Loss Function :

  • if
  • if

• Cost Function:

  • Goal is to optimize for to minimize

Comparison to Linear Regression #