II.
Role overview
Reference · liverole:applied-scientist
Applied Scientist overview
Bridges research and production — takes ML research findings and adapts them into scalable, production-grade systems. Runs experiments, builds prototypes, and collaborates with engineering for deployment.
Attributes
displayName
Applied Scientist
isAgentic
false
requiredCapabilities
[]
requiredDomains
description
Bridges research and production — takes ML research findings and adapts
them into scalable, production-grade systems. Runs experiments, builds
prototypes, and collaborates with engineering for deployment.
Outgoing edges
applies_to2
- domain:ml-ai·DomainML/AI
- domain:machine-learning·DomainMachine Learning
holds_responsibility2
- responsibility:model-quality-assurance·ResponsibilityModel quality assurance
- responsibility:research-design·ResponsibilityResearch Design
requires_expertise3
- skill-area:machine-learning-frameworks·SkillAreaMachine Learning Frameworks
- skill-area:deep-learning-libraries·SkillAreaDeep Learning Libraries and Services
- skill-area:feature-engineering·SkillAreaFeature Engineering
Incoming edges
held_by1
- responsibility:model-training-quality·ResponsibilityModel training quality
involves_role1
- workflow:model-training-pipeline·WorkflowModel Training Pipeline