II.
Specialization JSON
Structured · livespecialization:data-science-ml
specialization:data-science-ml json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:data-science-ml",
"_kind": "Specialization",
"_file": "domain/specializations/spec-tool-bridges.yaml",
"_cluster": "domain",
"attributes": {},
"outgoingEdges": [
{
"from": "specialization:data-science-ml",
"to": "library:pytorch",
"kind": "uses_library"
},
{
"from": "specialization:data-science-ml",
"to": "library:tensorflow",
"kind": "uses_library"
},
{
"from": "specialization:data-science-ml",
"to": "library:scikit-learn",
"kind": "uses_library"
},
{
"from": "specialization:data-science-ml",
"to": "library:pandas",
"kind": "uses_library"
},
{
"from": "specialization:data-science-ml",
"to": "library:numpy",
"kind": "uses_library"
},
{
"from": "specialization:data-science-ml",
"to": "tool:jupyter",
"kind": "uses_tool"
},
{
"from": "specialization:data-science-ml",
"to": "tool:mlflow",
"kind": "uses_tool"
},
{
"from": "specialization:data-science-ml",
"to": "domain:data-science",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:machine-learning",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:quantum-machine-learning",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:drug-discovery",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:fraud-detection",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:anti-money-laundering",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:credit-scoring",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:underwriting",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:census-data",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:intelligence-analysis",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:fitness-tech",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:fashion-tech",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:beauty-tech",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:market-research",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:affective-computing",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:computer-vision",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:nlp",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:speech-processing",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:recommendation-systems",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:computational-biology",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:neuroscience",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:sports-fitness",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "skill-area:experiment-design-AB-testing",
"to": "specialization:data-science-ml",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:data-science-experimentation",
"to": "specialization:data-science-ml",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:feature-engineering",
"to": "specialization:data-science-ml",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:model-evaluation",
"to": "specialization:data-science-ml",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "lib-agent:data-science-ml--ab-test-analyst",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--automl-orchestrator",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--data-engineer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--deployment-engineer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--distributed-training-engineer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--drift-detective",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--eda-analyst",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--explainability-analyst",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--feature-engineer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--feature-store-engineer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--incident-responder",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--integration-tester",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--ml-architect",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--ml-requirements-analyst",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--model-evaluator",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--model-trainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--retraining-orchestrator",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--ab-testing-ml",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--automl-pipeline",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--data-collection-validation",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--distributed-training",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--eda-pipeline",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--experiment-planning",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--feature-engineering",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--feature-store",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--ml-architecture-design",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--ml-integration-testing",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--ml-observability",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--ml-project-scoping",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--model-deployment-canary",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--model-evaluation",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--model-interpretability",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--model-monitoring-drift",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--model-retraining",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-science-ml--model-training-pipeline",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:data-science-ml--alibi-explainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--arize-observability",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--bentoml-model-packager",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--dvc-dataset-versioning",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--evidently-drift-detector",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--fairlearn-bias-detector",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--feast-feature-store",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--great-expectations-validator",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--inference-performance-testing",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--jupyter-notebook-executor",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--kubeflow-pipeline-executor",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--lime-explainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--mlflow-experiment-tracker",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--model-card-generator",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pytest-ml-tester",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--ray-distributed-trainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--reinforcement-learning-agents",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--reproducibility-testing",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--rlhf-systems",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--seldon-model-deployer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
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"attributes": {
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}
},
{
"from": "lib-skill:data-science-ml--sklearn-model-trainer",
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"attributes": {
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}
},
{
"from": "lib-skill:data-science-ml--statistical-testing",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--tensorflow-trainer",
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"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--time-series-analysis",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
"from": "lib-skill:data-science-ml--training-data-testing",
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"attributes": {
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}
},
{
"from": "lib-skill:data-science-ml--visualization-testing",
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"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--wandb-experiment-tracker",
"to": "specialization:data-science-ml",
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"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--whylabs-monitor",
"to": "specialization:data-science-ml",
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"attributes": {
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}
},
{
"from": "page:library-data-science-ml",
"to": "specialization:data-science-ml",
"kind": "documents"
}
]
}