II.
Role overview
Reference · liverole:ml-engineer-convergent
ML Engineer overview
Productionizes models: fine-tuning, eval harnesses, prompt and retrieval pipelines, GPU performance. (Convergent-catalog update; complements the canonical `role:ml-engineer` example with explicit SkillArea expertise edges.)
Attributes
displayName
ML Engineer
isAgentic
false
requiredCapabilities
[]
requiredDomains
[]
description
Productionizes models: fine-tuning, eval harnesses, prompt and retrieval pipelines, GPU performance.
(Convergent-catalog update; complements the canonical `role:ml-engineer` example with explicit SkillArea expertise edges.)
Outgoing edges
holds_responsibility3
- responsibility:model-validation·ResponsibilityModel validation
- responsibility:performance-optimization·ResponsibilityPerformance Optimization
- responsibility:documentation·ResponsibilityDocumentation
requires_expertise6
- skill-area:ml-fine-tuning·SkillAreaML Fine-Tuning
- skill-area:prompt-engineering·SkillAreaPrompt Engineering
- skill-area:retrieval-augmented-generation·SkillAreaRetrieval-Augmented Generation
- skill-area:eval-driven-development·SkillAreaEval-Driven LLM Development
- skill-area:cuda-kernels·SkillAreaCUDA Kernel Programming
- skill-area:gpu-memory-hierarchy·SkillAreaGPU Memory Hierarchy
Incoming edges
lib_involves_role1
- lib-agent:data-science-ml--ml-architect·LibraryAgentml-architect