“It’s Not Fair!”: Detecting Algorithmic Bias with Open-Source Tools
We’ll cover three tools to assist with transparency: LIME, SHAP, and the “What-If” tool from Google. We’ll highlight where each of these tools performs well and poorly, and provide recommendations for utilizing them in unison where appropriate.