iiRecord
Agentic AI Atlas · optuna-hyperparameter-tuner
lib-skill:data-science-ml--optuna-hyperparameter-tunera5c.ai
II.
LibrarySkill JSON

lib-skill:data-science-ml--optuna-hyperparameter-tuner

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optuna-hyperparameter-tuner json

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File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "id": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "optuna-hyperparameter-tuner",
    "description": "Optuna integration skill for automated hyperparameter optimization with advanced search strategies, pruning, multi-objective optimization, and visualization capabilities.",
    "libraryPath": "library/specializations/data-science-ml/skills/optuna-hyperparameter-tuner/SKILL.md",
    "specialization": "data-science-ml",
    "contentSummary": "# Optuna Hyperparameter Tuner\n\nOptimize hyperparameters using Optuna with advanced search strategies, pruning, and visualization.\n\n## Overview\n\nThis skill provides comprehensive capabilities for hyperparameter optimization using Optuna, the state-of-the-art hyperparameter optimization framewor"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "skill-area:hyperparameter-tuning-experiment-management",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "skill-area:data-science-experimentation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "workflow:ml-model-lifecycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": []
}