II.
SkillArea JSON
Structured · liveskill-area:deep-learning-libraries
Deep Learning Libraries and Services json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:deep-learning-libraries",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-ml-data-agent-task-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Deep Learning Libraries and Services",
"description": "Building with deep-learning stacks - architectures, training routines,\naccelerator usage, model checkpoints, and production-facing packaging.\n",
"domains": [
"domain:data-science",
"domain:ml-ops"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:deep-learning-libraries",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:deep-learning-libraries",
"to": "domain:ml-ops",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:deep-learning-libraries",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_skill_area"
}
],
"incomingEdges": [
{
"from": "skill-area:machine-learning",
"to": "skill-area:deep-learning-libraries",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "skill-area:deep-learning-libraries",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:synthetic-data-generation",
"to": "skill-area:deep-learning-libraries",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:data-science-ml--distributed-training-engineer",
"to": "skill-area:deep-learning-libraries",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "skill-area:deep-learning-libraries",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--tensorflow-trainer",
"to": "skill-area:deep-learning-libraries",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "role:applied-scientist",
"to": "skill-area:deep-learning-libraries",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:computer-vision-engineer",
"to": "skill-area:deep-learning-libraries",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ai-researcher",
"to": "skill-area:deep-learning-libraries",
"kind": "requires_expertise",
"attributes": {}
}
]
}