# Regularized Logistic Regression

- regularized both gradient descent of cost function and the more advanced optimization that includes cost function and derrivative

prone to overfitting

- over complex many high order polynomials
- Regularization can helps many overfitting problem

- the Regularization for logistic regression is almost identical with the one in linear regression, unless of course differ in calculating the hypothesis