Shakil.Ahmed

Tools like SHapley Additive exPlanations (SHAP) allow governance teams to understand which features drive model outputs, identify bias in predictions, and demonstrate to regulators that AI systems are operating as intended. Beyond legal requirements, organizations should establish review processes to assess model impacts and identify potential misuses before deployment. One of the most persistent challenges