II.
LibraryAgent overview
Reference · livelib-agent:data-science-ml--feature-engineer
feature-engineer overview
Agent specialized in feature creation, transformation, and selection strategies.
Attributes
displayName
feature-engineer
description
Agent specialized in feature creation, transformation, and selection strategies.
libraryPath
library/specializations/data-science-ml/agents/feature-engineer/AGENT.md
specialization
data-science-ml
role
Planning Agent
expertise
- Feature derivation from raw data
- Encoding strategy selection
- Feature scaling decisions
- Feature selection methods
- Leakage prevention
- Training-serving skew avoidance
Outgoing edges
lib_applies_to_domain1
- domain:data-science·DomainData Science
lib_belongs_to_specialization1
- specialization:data-science-ml·Specialization
lib_implements_workflow2
- workflow:ml-model-lifecycle·WorkflowML Model Lifecycle
- workflow:experiment-design·WorkflowExperiment Design
lib_involves_role2
- role:data-scientist·RoleData Scientist
- role:ml-engineer·RoleMachine Learning Engineer
lib_requires_skill_area2
- skill-area:feature-engineering·SkillAreaFeature Engineering
- skill-area:feature-engineering-pipelines·SkillAreaData and Feature Engineering Pipelines
Incoming edges
uses_agent3
- lib-process:materials-science--ml-property-prediction·LibraryProcessml-property-prediction
- lib-process:nanotechnology--ml-materials-discovery·LibraryProcessml-materials-discovery
- lib-process:nanotechnology--structure-property-correlation·LibraryProcessstructure-property-correlation