iiRecord
Agentic AI Atlas · Deep Learning Libraries and Services
skill-area:deep-learning-librariesa5c.ai
II.
SkillArea JSON

skill-area:deep-learning-libraries

Structured · live

Deep Learning Libraries and Services json

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

File · domain/skill-areas/curated-ml-data-agent-task-skill-areas.yamlCluster · domain
Record JSON
{
  "id": "skill-area:deep-learning-libraries",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-ml-data-agent-task-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Deep Learning Libraries and Services",
    "description": "Building with deep-learning stacks - architectures, training routines,\naccelerator usage, model checkpoints, and production-facing packaging.\n",
    "domains": [
      "domain:data-science",
      "domain:ml-ops"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:deep-learning-libraries",
      "to": "domain:data-science",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:deep-learning-libraries",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:deep-learning-libraries",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:machine-learning",
      "to": "skill-area:deep-learning-libraries",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-profile:llm-fine-tuning",
      "to": "skill-area:deep-learning-libraries",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:synthetic-data-generation",
      "to": "skill-area:deep-learning-libraries",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:data-science-ml--distributed-training-engineer",
      "to": "skill-area:deep-learning-libraries",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--pytorch-trainer",
      "to": "skill-area:deep-learning-libraries",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--tensorflow-trainer",
      "to": "skill-area:deep-learning-libraries",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "role:applied-scientist",
      "to": "skill-area:deep-learning-libraries",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:computer-vision-engineer",
      "to": "skill-area:deep-learning-libraries",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ai-researcher",
      "to": "skill-area:deep-learning-libraries",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}