II.
LibrarySkill overview
Reference · livelib-skill:data-science-ml--alibi-explainer
alibi-explainer overview
Alibi explainability skill for counterfactual explanations, anchors, and trust scores.
Attributes
displayName
alibi-explainer
description
Alibi explainability skill for counterfactual explanations, anchors, and trust scores.
libraryPath
library/specializations/data-science-ml/skills/alibi-explainer/SKILL.md
specialization
data-science-ml
contentSummary
# alibi-explainer
## Overview
Alibi explainability skill for counterfactual explanations, anchors, trust scores, and advanced model interpretation techniques.
## Capabilities
- Counterfactual instance generation
- Anchor explanations (rule-based)
- Integrated gradients for deep learnin
Outgoing edges
lib_applies_to_domain1
- domain:data-science·DomainData Science
lib_belongs_to_specialization1
- specialization:data-science-ml·Specialization
lib_implements_workflow1
- workflow:ml-model-lifecycle·WorkflowML Model Lifecycle
lib_involves_role2
- role:data-scientist·RoleData Scientist
- role:ml-engineer·RoleMachine Learning Engineer
lib_requires_skill_area2
- skill-area:explainability-interpretation·SkillAreaExplainability and Interpretation
- skill-area:model-robustness-testing·SkillAreaModel Robustness Testing
Incoming edges
None.