{
  "id": "skill-area:ci-cd-ml-pipelines",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-ai-ml-ops-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "CI/CD for ML Pipelines",
    "description": "Applying delivery automation to ML workflows - train/validate/register\nstages, deployment gates, artifact promotion, and rollback control.\n",
    "domains": [
      "domain:ml-ops",
      "specialization:devops-sre-platform"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:ci-cd-ml-pipelines",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:ci-cd-ml-pipelines",
      "to": "specialization:devops-sre-platform",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:ci-cd-ml-pipelines",
      "to": "skill-area:deployment-infrastructure-management",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:ci-cd-ml-pipelines",
      "to": "skill-area:ml-pipeline-testing",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:machine-learning",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-profile:feature-store-mlops",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:ml-pipeline-stack",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:ai-agents-conversational--agent-deployment-engineer",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--kubeflow-pipeline-executor",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "role:machine-learning-ops-engineer",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "workflow:model-training-pipeline",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    }
  ]
}