RAI Engineering Toolkits

Pick the right RAI engineering toolkits and integrate them into the workflow. Learn fairness toolkits (Microsoft Fairlearn, IBM AIF360), explainability (SHAP, LIME, Captum, InterpretML), robustness (Adversarial Robustness Toolbox, TextAttack), red-team toolkits (NVIDIA Garak, Microsoft PyRIT, Anthropic safety evals), the integration patterns into MLOps platforms (MLflow, Weights & Biases, SageMaker, Vertex), and how to keep the toolkit choices stable as the field evolves.