A Technical Analysis of Post-Hoc Explainability: LIME, SHAP, and Counterfactual Methods

Part 1: The Foundational Imperative for Explainability 1.1 Deconstructing the “Black Box”: The Nexus of Trust, Auditing, and Regulatory Compliance The proliferation of high-performance, complex machine learning models in high-stakes Read More …