C++ 1

3. Local Explanation 22 5. Evaluate Explainable ML 21 2. Global Explanation 21 1. General Idea 14 4. Explainability in Human-in-the-loop ML 9 6. Useful Resources 6

Counterfactual Explanation 27 Survey 14 Evaluating Interpretability 9 Interpretable Models 8 Evaluating Faithfulness 8 Feature-based Explanation 7 Representation-based Explanation 6 Self-Explaining Neural Network 5 Courses & Talks 4 Model Distillation 2 Collections of Resources 1 Toolbox 1 Example-based Explanation 1

xai 1 transparency 1 scikit-learn 1 machine-learning 1 interpretml 1 interpretable-ml 1 interpretable-machine-learning 1 interpretable-ai 1 interpretability 1 iml 1 gradient-boosting 1 explainable-ml 1 explainable-ai 1 explainability 1 differential-privacy 1 blackbox 1 bias 1 artificial-intelligence 1 ai 1