{
  "id": "skill-area:ml-fine-tuning",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/ml-fine-tuning.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "ML Fine-Tuning",
    "description": "Adapting pretrained foundation models: full fine-tuning, parameter-\nefficient methods (LoRA, QLoRA, IA3, prefix tuning), instruction\ntuning, RLHF / DPO, dataset curation, and eval harnesses.\n",
    "domains": [
      "domain:ml-ops"
    ],
    "requiresLanguages": [
      "language:python"
    ],
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      "expert",
      "authoritative"
    ]
  },
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      }
    },
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      }
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      "attributes": {}
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          "weight": 0.2
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      }
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      "attributes": {}
    },
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      "attributes": {
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      }
    },
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      }
    },
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      "attributes": {
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      }
    },
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    },
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}