Tag: model transparency
Explainable AI and Interpretable Machine Learning: Illuminating the Black Box of AI
As machine learning models become ever more pervasive—guiding medical diagnoses, influencing credit decisions, determining content recommendations, and even aiding law enforcement—the question of explainability has taken center stage. Many advanced AI models, especially deep neural networks, operate like intricate “black boxes,” producing predictions with astonishing accuracy but offering little insight into why they made those…