Logistic regression combined with SMOTE

In this exercise, you're going to take the Logistic Regression model from the previous exercise, and combine that with a SMOTE resampling method. We'll show you how to do that efficiently by using a pipeline that combines the resampling method with the model in one go. First, you need to define the pipeline that you're going to use.

Import the Pipeline module from imblearn, this has been done for you.
Then define what you want to put into the pipeline, assign the SMOTE method with borderline2 to resampling, and assign LogisticRegression() to the model.
Combine two steps in the Pipeline() function. You need to state you want to combine resampling with the model in the respective place in the argument. I show you how to do this.

Take Hint (-30 XP)

Exercise

Logistic regression combined with SMOTE

Instructions