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Agentic AI Atlas · Machine Learning
domain:machine-learninga5c.ai
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Domain JSON

domain:machine-learning

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Machine Learning json

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

File · domain/domains/business-domains.yamlCluster · domain
Record JSON
{
  "id": "domain:machine-learning",
  "_kind": "Domain",
  "_file": "domain/domains/business-domains.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Machine Learning",
    "description": "Machine learning workflows covering model development, training pipelines,\nevaluation, and deployment. Spans supervised, unsupervised, and reinforcement\nlearning alongside MLOps practices for production model management.\n"
  },
  "outgoingEdges": [
    {
      "from": "domain:machine-learning",
      "to": "specialization:data-science-ml",
      "kind": "contains"
    },
    {
      "from": "domain:machine-learning",
      "to": "specialization:llm-fine-tuning",
      "kind": "contains"
    },
    {
      "from": "domain:machine-learning",
      "to": "specialization:ml-inference-serving",
      "kind": "contains"
    }
  ],
  "incomingEdges": [
    {
      "from": "benchmark:re-bench",
      "to": "domain:machine-learning",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "benchmark:mle-bench",
      "to": "domain:machine-learning",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "stack-profile:feature-store-mlops",
      "to": "domain:machine-learning",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:llm-fine-tuning",
      "to": "domain:machine-learning",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:ml-pipeline-stack",
      "to": "domain:machine-learning",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:python-ml-stack",
      "to": "domain:machine-learning",
      "kind": "applies_to"
    },
    {
      "from": "tool-server:mcp-anthropic",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-openai",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-huggingface",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-ollama",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-replicate",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-wandb",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-mlflow",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-pinecone",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-weaviate",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-qdrant",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-langsmith",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "tool-server:mcp-langfuse",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "lib-skill:ai-agents-conversational--visual-pattern-induction",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:common-utilities--vision-extraction",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--reinforcement-learning-agents",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--rlhf-systems",
      "to": "domain:machine-learning",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "role:applied-scientist",
      "to": "domain:machine-learning",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "role:ai-researcher",
      "to": "domain:machine-learning",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "workflow:adaptive-learning-model-review",
      "to": "domain:machine-learning",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:contract-automation-review",
      "to": "domain:machine-learning",
      "kind": "applies_to_domain",
      "attributes": {}
    }
  ]
}

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