counterfactual explanations in explainable ai: a tutorial
Explainable AI What features need to be changed and by how much to flip a model’s prediction? We also show the explanation method they were assigned and the final scores they got. The Counterfactual Explanations Method - Hands-On Explainable … Keywords: Explainable Artificial Intelligence, Machine Learning, Deep Learning, Interpretability, Shapley, Grad-CAM, Layer-wise Relevance Propagation, DiCE, Counterfactual explanations, TS4NLE, Neural-symbolic learning 1. These techniques can help them write explanations of their models. The counterfactual explanations method - Hands-On Explainable … Explainable It discusses the need for counterfactual and contrastive explanations, the working principle, and mathematical modeling of various techniques like Diverse Counterfactual Explanations (DiCE) for generating actionable counterfactuals.
