iiRecord
Agentic AI Atlas · ray-distributed-trainer
lib-skill:data-science-ml--ray-distributed-trainera5c.ai
II.
LibrarySkill JSON

lib-skill:data-science-ml--ray-distributed-trainer

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ray-distributed-trainer json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "id": "lib-skill:data-science-ml--ray-distributed-trainer",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "ray-distributed-trainer",
    "description": "Distributed computing skill using Ray for parallel training, hyperparameter search, and resource management.",
    "libraryPath": "library/specializations/data-science-ml/skills/ray-distributed-trainer/SKILL.md",
    "specialization": "data-science-ml",
    "contentSummary": "# ray-distributed-trainer\n\n## Overview\n\nDistributed computing skill using Ray for parallel training, hyperparameter search, and resource management across clusters.\n\n## Capabilities\n\n- Ray Train for distributed training\n- Ray Tune for hyperparameter search at scale\n- Cluster resource manag"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "skill-area:hyperparameter-tuning-experiment-management",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "role:ml-ops-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "workflow:ml-model-lifecycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--ray-distributed-trainer",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": []
}