{
  "id": "workflow:model-training-cycle",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-ml-data.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Model Training Cycle",
    "workflowKind": "data",
    "triggerType": "event-driven",
    "typicalCadence": "per-experiment",
    "complexity": "cross-team",
    "description": "Manages the end-to-end ML model training lifecycle — dataset preparation,\nhyperparameter sweeps, distributed training orchestration, experiment\ntracking, and model artifact registration. Excludes model serving.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:model-training-cycle",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "domain:data-science",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "responsibility:data-quality-monitoring",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "org-unit:ml-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-cycle",
      "to": "org-unit:ml-platform-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "stack-profile:llm-fine-tuning",
      "to": "workflow:model-training-cycle",
      "kind": "follows_workflow"
    },
    {
      "from": "stack-profile:synthetic-data-generation",
      "to": "workflow:model-training-cycle",
      "kind": "follows_workflow"
    }
  ]
}