copernicusai / computer-science-processes-database /processes /machine_learning /machine_learning-project-management.json
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Rebuild process-specific source-grounded flowcharts
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{
"id": "machine_learning-project-management",
"name": "Project Management",
"category": "computer_science",
"subcategory": "machine_learning",
"subcategory_name": "Machine Learning",
"description": "Project Management process visualization. This process flowchart outlines key steps, checks, and outputs.",
"complexity": {
"nodes": 12,
"edges": 12,
"conditionals": 1,
"logicGates": {
"orGates": 1,
"andGates": 1,
"notGates": 0,
"total": 2
},
"level": "high",
"detailLevel": "source_grounded_rebuild",
"loops": 1
},
"colorScheme": {
"red": {
"hex": "#ff6b6b",
"category": "Triggers & Inputs"
},
"yellow": {
"hex": "#ffd43b",
"category": "Structures & Objects"
},
"green": {
"hex": "#51cf66",
"category": "Processing & Operations"
},
"blue": {
"hex": "#74c0fc",
"category": "Intermediates & States"
},
"violet": {
"hex": "#b197fc",
"category": "Products & Outputs"
}
},
"mermaid": "graph TD\n N1[\"Project Management research...\"]\n N2[\"Project Charter\"]\n N3[\"Goals + Stakeholders\"]\n N4[\"Scope/Backlog\"]\n N5[\"Team + Roles\"]\n N6[\"Plan Milestones\"]\n N7[\"Execute Work\"]\n N8[\"Track Progress\"]\n N9[\"Mitigate Risks\"]\n N10[\"Deliver Outcome\"]\n N11{\"Source-grounded check: Pattern...\"}\n N12[\"Project Management...\"]\n\n N1 --> N2\n N2 --> N3\n N3 --> N4\n N4 --> N5\n N5 --> N6\n N6 --> N7\n N7 --> N8\n N8 --> N9\n N9 --> N10\n N10 --> N11\n N11 -->|yes| N12\n N8 -->|iterate| N3\n\n style N1 fill:#ff6b6b,color:#fff\n style N2 fill:#ff6b6b,color:#fff\n style N3 fill:#ff6b6b,color:#fff\n style N4 fill:#ffd43b,color:#000\n style N5 fill:#ffd43b,color:#000\n style N6 fill:#51cf66,color:#fff\n style N7 fill:#51cf66,color:#fff\n style N8 fill:#74c0fc,color:#fff\n style N9 fill:#51cf66,color:#fff\n style N10 fill:#b197fc,color:#fff\n style N11 fill:#ffd43b,color:#000\n style N12 fill:#b197fc,color:#fff",
"sources": [
{
"title": "Pattern Recognition and Machine Learning",
"authors": "Bishop, C. M.",
"journal": "Springer",
"year": "2006",
"pubmed": null,
"doi": null,
"url": "https://link.springer.com/book/9780387310732"
},
{
"title": "The Elements of Statistical Learning",
"authors": "Hastie, T.; Tibshirani, R.; Friedman, J.",
"journal": "Springer",
"year": "2009",
"pubmed": null,
"doi": "10.1007/978-0-387-84858-7",
"url": "https://doi.org/10.1007/978-0-387-84858-7"
},
{
"title": "Deep Learning",
"authors": "Goodfellow, I.; Bengio, Y.; Courville, A.",
"journal": "MIT Press",
"year": "2016",
"pubmed": null,
"doi": null,
"url": "https://www.deeplearningbook.org/"
}
],
"keywords": [
"project",
"management"
],
"relatedProcesses": [],
"created": "2026-01-08",
"lastUpdated": "2026-04-30",
"verified": false,
"notes": "Corrective rebuild: replaces the generic scaffold with a process-specific step structure and records topology for duplicate detection.",
"nodeDetails": [
{
"id": "N1",
"label": "Project Management research...",
"detail": "Project Management research question",
"type": "process",
"role": "Triggers & Inputs"
},
{
"id": "N2",
"label": "Project Charter",
"detail": "Project Charter",
"type": "process",
"role": "Triggers & Inputs"
},
{
"id": "N3",
"label": "Goals + Stakeholders",
"detail": "Goals + Stakeholders",
"type": "process",
"role": "Triggers & Inputs"
},
{
"id": "N4",
"label": "Scope/Backlog",
"detail": "Scope/Backlog",
"type": "process",
"role": "Structures & Objects"
},
{
"id": "N5",
"label": "Team + Roles",
"detail": "Team + Roles",
"type": "process",
"role": "Structures & Objects"
},
{
"id": "N6",
"label": "Plan Milestones",
"detail": "Plan Milestones",
"type": "process",
"role": "Processing & Operations"
},
{
"id": "N7",
"label": "Execute Work",
"detail": "Execute Work",
"type": "process",
"role": "Processing & Operations"
},
{
"id": "N8",
"label": "Track Progress",
"detail": "Track Progress",
"type": "process",
"role": "Intermediates & States"
},
{
"id": "N9",
"label": "Mitigate Risks",
"detail": "Mitigate Risks",
"type": "process",
"role": "Processing & Operations"
},
{
"id": "N10",
"label": "Deliver Outcome",
"detail": "Deliver Outcome",
"type": "process",
"role": "Products & Outputs"
},
{
"id": "N11",
"label": "Source-grounded check: Pattern...",
"detail": "Source-grounded check: Pattern Recognition and Machine Learning",
"type": "decision",
"role": "Structures & Objects"
},
{
"id": "N12",
"label": "Project Management...",
"detail": "Project Management prediction/readout",
"type": "process",
"role": "Products & Outputs"
}
],
"flowchartStandard": {
"name": "source_grounded_rebuild_v1",
"applied": "2026-04-30",
"curationStatus": "source_grounded_draft",
"basis": "cs_exact_template",
"topologySignature": "bd0ffabf0a32c28f",
"sourceGrounding": "Graph steps are derived from the process title, existing source metadata, and curated process/subfield templates; citations support the process topic and should be reviewed for node-level claims before marking verified."
},
"namedCollections": [],
"graphMetrics": {
"nodes": 12,
"edges": 12,
"conditionals": 1,
"andGates": 1,
"orGates": 1,
"notGates": 0,
"loops": 1
}
}