Building a Model
Explore the process of building a credit scoring model while focusing on fairness. Learn to perform exploratory data analysis to identify sensitive attributes and features. Understand how to create a logistic regression baseline model and evaluate its fairness to address bias and improve equity.
We'll cover the following...
We'll cover the following...
Exploratory data analysis
Before we build the model, we need to perform exploratory data analysis. We are going to load it and go feature-by-feature in order to understand its meaning and characteristics. During this stage, we will try to ...