{
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  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-ecosystem-expansion.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Machine Learning",
    "description": "Building and training machine learning models — supervised and unsupervised\nlearning, feature engineering, model selection, hyperparameter tuning,\nand experiment tracking using scikit-learn, PyTorch, and TensorFlow.\n",
    "domains": [
      "domain:data-science"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
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      "kind": "applies_to",
      "attributes": {
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      }
    },
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      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "required"
      }
    },
    {
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      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
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      "kind": "prerequisite_for_learning",
      "attributes": {
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      }
    },
    {
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      }
    },
    {
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      "to": "skill-area:machine-learning-frameworks",
      "kind": "prerequisite_for_learning",
      "attributes": {
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      }
    },
    {
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      "to": "skill-area:bias-fairness-analysis",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:machine-learning",
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      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
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      "to": "skill-area:model-serving-deployment",
      "kind": "prerequisite_for_learning",
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      }
    },
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      "kind": "prerequisite_for_learning",
      "attributes": {
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      }
    },
    {
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      "to": "skill-area:ml-fine-tuning",
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      "attributes": {
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      }
    },
    {
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      "kind": "prerequisite_for_learning",
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        "strength": "recommended"
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      }
    },
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      "kind": "prerequisite_for_learning",
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      }
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      "kind": "prerequisite_for_learning",
      "attributes": {
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      }
    }
  ],
  "incomingEdges": [
    {
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      "to": "skill-area:machine-learning",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:machine-learning",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:machine-learning",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
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      "kind": "library_used_by",
      "attributes": {}
    },
    {
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      "kind": "library_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:machine-learning",
      "kind": "prerequisite_for_learning",
      "attributes": {
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      }
    },
    {
      "from": "tool:databricks",
      "to": "skill-area:machine-learning",
      "kind": "used_for",
      "attributes": {}
    },
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      "to": "skill-area:machine-learning",
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    },
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      "kind": "tool_used_by",
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    },
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      "to": "skill-area:machine-learning",
      "kind": "used_for"
    }
  ]
}