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AI Explainability AI Governance AI Program Development AI Risk Management
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The Practitioner’s Guide to Building Explainable AI: From Compliance Checkbox to Competitive Advantage

The Need for Explainable AI Between 2013 and 2019, the Dutch tax authority’s algorithm flagged 26,000 families as potential fraudsters. The system worked exactly as programmed, spotting patterns in childcare benefit claims. But when investigators finally understood what the algorithm was doing, they discovered it was using nationality as a hidden factor. The result: thousands […]

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AI Explainability - Male looking into a black box with question marks hovering over the box. He looks confused.

13 AI Explainability Problems That Are Holding Back Artificial Intelligence

AI Explainability Your smartphone can recognize your face in milliseconds. But ask it why it thinks that’s you instead of your twin, and you’ll get digital silence. Or a Confabulation (le’t s keep it real). This isn’t a small problem. We’re building AI systems that make medical diagnoses, approve loans, and control autonomous vehicles. Yet […]