You are training a binary classification model to support admission approval decisions for a college degree program.
How can you evaluate if the model is fair, and doesn't discriminate based on ethnicity?

Question

You are training a binary classification model to support admission approval decisions for a college degree program.

How can you evaluate if the model is fair, and doesn't discriminate based on ethnicity?

Jacek Kaleta · Accepted Answer

Compare disparity between selection rates and performance metrics across ethnicities.

Jacek Kaleta · Answer

Evaluate each trained model with a validation dataset and use the model with the highest accuracy score.

Jacek Kaleta · Answer

Remove the ethnicity feature from the training dataset.

Jacek Kaleta · Answer

None of the above.

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