II.
LibrarySkill overview
Reference · livelib-skill:data-science-ml--fairlearn-bias-detector
fairlearn-bias-detector overview
Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.
Attributes
displayName
fairlearn-bias-detector
description
Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.
libraryPath
library/specializations/data-science-ml/skills/fairlearn-bias-detector/SKILL.md
specialization
data-science-ml
contentSummary
# fairlearn-bias-detector
## Overview
Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting in ML models.
## Capabilities
- Demographic parity assessment
- Equalized odds evaluation
- Disparity metrics calculation
- Bias mitigation algorith
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:bias-fairness-analysis·SkillAreaBias and Fairness Analysis
- skill-area:bias-fairness-testing·SkillAreaBias and Fairness Testing
Incoming edges
None.