II.
LibrarySkill JSON
Structured · livelib-skill:data-science-ml--pytorch-trainer
pytorch-trainer json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:data-science-ml--pytorch-trainer",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "pytorch-trainer",
"description": "PyTorch model training skill with custom training loops, gradient management, and GPU optimization.",
"libraryPath": "library/specializations/data-science-ml/skills/pytorch-trainer/SKILL.md",
"specialization": "data-science-ml",
"contentSummary": "# pytorch-trainer\n\n## Overview\n\nPyTorch model training skill with custom training loops, gradient management, GPU optimization, and integration with experiment tracking systems.\n\n## Capabilities\n\n- Custom training loop execution\n- Learning rate scheduling (StepLR, CosineAnnealing, OneCycleL"
},
"outgoingEdges": [
{
"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--pytorch-trainer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "domain:data-science",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "role:ml-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "workflow:ml-model-lifecycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": []
}