II.
Specialization JSON
Structured · livespecialization:recommendation-infrastructure
specialization:recommendation-infrastructure json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:recommendation-infrastructure",
"_kind": "Specialization",
"_file": "domain/specializations/spec-tool-bridges.yaml",
"_cluster": "domain",
"attributes": {},
"outgoingEdges": [
{
"from": "specialization:recommendation-infrastructure",
"to": "library:pytorch",
"kind": "uses_library"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "library:scikit-learn",
"kind": "uses_library"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "tool:mlflow",
"kind": "uses_tool"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "domain:recommendation-systems",
"kind": "specializes"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "skill-area:feature-engineering",
"kind": "contains"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "skill-area:model-serving",
"kind": "contains"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "skill-area:ab-testing-experimentation",
"kind": "contains"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "skill-area:real-time-analytics",
"kind": "contains"
},
{
"from": "specialization:recommendation-infrastructure",
"to": "skill-area:stream-processing-design",
"kind": "contains"
}
],
"incomingEdges": [
{
"from": "domain:dating-apps",
"to": "specialization:recommendation-infrastructure",
"kind": "contains"
}
]
}