specialization:gpu-programming

{
  "id": "specialization:gpu-programming",
  "_kind": "Specialization",
  "_file": "domain/specializations/specializations.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "GPU Programming",
    "parentDomainId": "domain:scientific-computing",
    "description": "CUDA/ROCm/Metal, compute shaders, and GPU performance engineering.\nSourced from library/specializations/gpu-programming/.\n"
  },
  "outgoingEdges": [
    {
      "from": "specialization:gpu-programming",
      "to": "domain:scientific-computing",
      "kind": "specializes"
    }
  ],
  "incomingEdges": [
    {
      "from": "domain:scientific-computing",
      "to": "specialization:gpu-programming",
      "kind": "contains"
    },
    {
      "from": "role:ml-engineer",
      "to": "specialization:gpu-programming",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "skill-area:cuda-kernels",
      "to": "specialization:gpu-programming",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:opencl-programming",
      "to": "specialization:gpu-programming",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:compute-shaders",
      "to": "specialization:gpu-programming",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:gpu-memory-hierarchy",
      "to": "specialization:gpu-programming",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:profiling-cuda",
      "to": "specialization:gpu-programming",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    }
  ]
}