{
  "id": "lib-process:data-science-ml--ml-project-scoping",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "ml-project-scoping",
    "description": "ML Project Scoping and Requirements Analysis - Define business objectives, success metrics,\nconstraints, and technical requirements for ML projects with feasibility assessment and stakeholder alignment.",
    "libraryPath": "library/specializations/data-science-ml/ml-project-scoping.js",
    "specialization": "data-science-ml",
    "references": [
      "- CRISP-DM Methodology: https://www.datascience-pm.com/crisp-dm-2/\n- Team Data Science Process (TDSP): https://learn.microsoft.com/en-us/azure/architecture/data-science-process/overview\n- MLOps Principles: https://cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning\n- Rules of Machine Learning - Google: https://developers.google.com/machine-learning/guides/rules-of-ml"
    ],
    "example": "const result = await orchestrate('specializations/data-science-ml/ml-project-scoping', {\n  projectName: 'Customer Churn Prediction',\n  businessDomain: 'E-commerce',\n  stakeholders: ['Product Manager', 'Data Science Lead', 'Engineering Lead'],\n  initialRequirements: 'Predict customer churn to enable proactive retention campaigns'\n});",
    "usesAgents": [
      "general-purpose"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:data-science-ml--ml-project-scoping",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--ml-project-scoping",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--ml-project-scoping",
      "to": "workflow:data-pipeline-deployment",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--ml-project-scoping",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}