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Agentic AI Atlas · Machine Learning Engineer
role:ml-engineera5c.ai
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Role JSON

role:ml-engineer

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Machine Learning Engineer json

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File · domain/roles/roles-engineering.yamlCluster · domain
Record JSON
{
  "id": "role:ml-engineer",
  "_kind": "Role",
  "_file": "domain/roles/roles-engineering.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Machine Learning Engineer",
    "isAgentic": false,
    "automatability": 0.7,
    "description": "Develops, trains, and productionizes machine learning models, bridging the gap\nbetween research prototypes and scalable production systems. Works with data\nscientists to formalize experiments and with platform engineers to deploy models\nreliably. Responsible for model performance monitoring, feature stores, and\nensuring ML systems meet latency and throughput requirements.\n",
    "seniority": "senior"
  },
  "outgoingEdges": [
    {
      "from": "role:ml-engineer",
      "to": "responsibility:code-review",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer",
      "to": "responsibility:performance-optimization",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer",
      "to": "responsibility:on-call",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer",
      "to": "responsibility:documentation",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer",
      "to": "domain:data-science",
      "kind": "requires_skill",
      "attributes": {
        "level": "expert"
      }
    },
    {
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      "kind": "requires_skill",
      "attributes": {
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      }
    },
    {
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      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:ml-engineer",
      "to": "domain:cloud-infra",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:ml-engineer",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_expertise",
      "attributes": {}
    },
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      "to": "skill-area:eval-driven-development",
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      "attributes": {}
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      "attributes": {}
    },
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      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-engineer",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {}
    }
  ],
  "incomingEdges": [
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      "kind": "used_by_role"
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      }
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      }
    },
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      }
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      }
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      }
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