Feature Attribution
by AaaS · open-source · Last verified 2026-03-17
Teaches agents to compute and communicate which input features most influenced a model's prediction using SHAP, LIME, integrated gradients, and attention attribution. Covers implementation for tabular, text, and image models, plus visual presentation of attributions for non-technical stakeholders.
https://aaas.blog/skill/feature-attribution ↗B
B—Above Average
Adoption: B+Quality: AFreshness: ACitations: BEngagement: F
Specifications
- License
- MIT
- Pricing
- open-source
- Capabilities
- shap-values, lime-explanations, integrated-gradients, attention-attribution, visualization
- Integrations
- shap, lime, captum, interpret-ml
- Use Cases
- credit-risk-explanation, medical-decision-support, model-debugging, regulatory-compliance
- API Available
- No
- Difficulty
- intermediate
- Prerequisites
- prompt-engineering
- Supported Agents
- compliance-agent
- Tags
- xai, shap, lime, explainability, interpretability
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
62.6Adoption
72
Quality
84
Freshness
80
Citations
68
Engagement
0