II.
LibrarySkill JSON
Structured · livelib-skill:physics--tensorflow-physics-ml
tensorflow-physics-ml json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:physics--tensorflow-physics-ml",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "tensorflow-physics-ml",
"description": "TensorFlow machine learning skill specialized for physics applications including neural network potentials and surrogate models",
"libraryPath": "library/specializations/domains/science/physics/skills/tensorflow-physics-ml/SKILL.md",
"specialization": "physics",
"contentSummary": "# TensorFlow Physics ML\n\n## Purpose\n\nProvides expert guidance on TensorFlow for physics applications, including physics-informed neural networks and neural network potentials.\n\n## Capabilities\n\n- Physics-informed neural networks (PINNs)\n- Neural network potentials (NNP)\n- Normalizing flows"
},
"outgoingEdges": [
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "skill-area:physics-simulation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "skill-area:statistical-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "domain:physics",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "role:ml-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "workflow:peer-review-cycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "specialization:physics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
}
],
"incomingEdges": []
}