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AI models create value, but they also create risks — from data drift and bias to regulatory non-compliance. In this short, practical course, you’ll learn how to make those risks visible, measurable, and governable. First, you’ll explore the main categories of model risk and practice mapping them to governance controls and KPIs. Next, you’ll learn how to evaluate model validation results against standards such as SR 11-7, the Basel Principles, and the EU AI Act, identifying compliance gaps and recommending corrective actions. Finally, you’ll draft a simple model-risk control framework with clear documentation standards, escalation paths, and review cadences. By the end, you’ll be able to demonstrate governance skills that help organizations deploy AI responsibly and maintain trust.
AI models create value, but they also create risks — from data drift and bias to regulatory non-compliance. In this short, practical course, you’ll learn how to make those risks visible, measurable, and governable. First, you’ll explore the main categories of model risk and practice mapping them to governance controls and KPIs. Next, you’ll learn how to evaluate model validation results against standards such as SR 11-7, the Basel Principles, and the EU AI Act, identifying compliance gaps and recommending corrective actions. Finally, you’ll draft a simple model-risk control framework with clear documentation standards, escalation paths, and review cadences. By the end, you’ll be able to demonstrate governance skills that help organizations deploy AI responsibly and maintain trust.
Inclus
5 vidéos3 lectures4 devoirs
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5 vidéos•Total 26 minutes
Understanding Model Risk Categories and Examples•5 minutes
Why Compliance is more than a checkbox?•7 minutes
Key Regulations (SR 11-7, EU AI Act, Basel) •6 minutes
Congratulations and Continuous Learning Journey•2 minutes
3 lectures•Total 30 minutes
Governance Controls and KPIs in AI Risk •10 minutes
Model Validation Best Practices and Audit Alignment •10 minutes
Designing a Governance Wiki for AI Risk •10 minutes
4 devoirs•Total 55 minutes
Graded Quiz: Compliance Review and Governance Framework•20 minutes
HOL: Map Risks to Governance Controls•15 minutes
HOL: Review a credit scoring model and report for compliance •10 minutes
HOL: Building an AI Governance Wiki•10 minutes
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