Logistic Regression Implementation

It's time to implement what we have learned and see how logistic regression can be used in business.

The data and its overview

We can think about a college’s decision to shortlist the applicants for admission based on their GRE or GPA. The college offers some specializations; the codes are in the field column. We are trying to keep it simple and are considering only a few columns.

  • gre: The GRE score of the applicant.

  • gpa: The GPA of the applicant.

  • field: The field of study for which the student has applied to.

  • admit: The target column with binary 1-0 outcomes showing if the student was successful or not.

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