confidence-scoring

Confidence Scoring

This skill is covered in detail in the main Model Explainability skill.

Please refer to: 44-ai-governance/model-explainability/SKILL.md

That skill covers:

• SHAP and LIME for feature importance
• Confidence scoring and interpretation
• Calibration techniques
• Explainability for different model types
• LLM-specific explainability
• Presenting explanations to users
• Tools (SHAP, LIME, InterpretML, Captum)
• Real-world explainability examples

For confidence-specific topics, also see:

• Confidence thresholds in 44-ai-governance/human-approval-flows
• Model risk management in 44-ai-governance/model-risk-management

Related Skills

• 44-ai-governance/model-explainability (Main skill)
• 44-ai-governance/human-approval-flows
• 44-ai-governance/model-risk-management