II.
SkillArea JSON
Structured · liveskill-area:machine-learning-frameworks
Machine Learning Frameworks json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:machine-learning-frameworks",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-ml-data-agent-task-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Machine Learning Frameworks",
"description": "Working with ML training and inference frameworks - model APIs,\ntraining loops, tensor operations, evaluation hooks, and ecosystem fit.\n",
"domains": [
"domain:data-science",
"domain:ml-ops"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:machine-learning-frameworks",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:machine-learning-frameworks",
"to": "domain:ml-ops",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
}
],
"incomingEdges": [
{
"from": "library:nx-elixir",
"to": "skill-area:machine-learning-frameworks",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "skill-area:deep-learning-libraries",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_skill_area"
},
{
"from": "skill-area:machine-learning",
"to": "skill-area:machine-learning-frameworks",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ml-pipeline-stack",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:python-ml-stack",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:data-science-ml--automl-orchestrator",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--distributed-training-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--ml-architect",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--multi-omics-integrator",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--single-cell-analyst",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--structural-biology-analyst",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--aiml-device-specialist",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--medical-imaging-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--data-scientist",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--ml-physics-researcher",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--physics-ml-developer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--qml-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--qnn-trainer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--variational-algorithm-specialist",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:social-sciences--causal-inference-analyst",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:social-sciences--computational-social-scientist",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:social-sciences--quantitative-research-methodologist",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:data-science-ml--kubeflow-pipeline-executor",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"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--ray-distributed-trainer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--sklearn-model-trainer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--tensorflow-trainer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:bioinformatics--alphafold-predictor",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:bioinformatics--deepvariant-caller",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:bioinformatics--seurat-single-cell-analyzer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:biomedical-engineering--aiml-validation-framework",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:biomedical-engineering--image-algorithm-validator",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--tensorflow-physics-ml",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:quantum-computing--barren-plateau-analyzer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:quantum-computing--data-encoder",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:quantum-computing--pennylane-hybrid-executor",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:quantum-computing--quantum-kernel-estimator",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:quantum-computing--vqc-trainer",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:social-sciences--quantitative-methods",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "responsibility:model-training-quality",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "responsibility:recommendation-quality",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:applied-scientist",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:nlp-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:recommendation-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:reinforcement-learning-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ai-researcher",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ml-infrastructure-engineer",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:model-training-pipeline",
"to": "skill-area:machine-learning-frameworks",
"kind": "requires_skill_area",
"attributes": {}
}
]
}