{
  "metadata": {
    "title": "AI Problem Framing for AI Practitioners",
    "description": "A comprehensive learning graph for graduate-level course on AI problem framing, covering mindset foundations, the Loop Framework, diagnosis, pivoting strategies, and practical applications across ML and GenAI domains.",
    "level": "graduate",
    "totalConcepts": 200,
    "version": "1.0",
    "created": "2026-01-07",
    "instructors": ["Rajiv Shah"],
    "institution": "Contextual AI",
    "duration": "5 weeks, ~40 hours"
  },
  "groups": {
    "FOUND": {
      "classifierName": "Foundation Concepts",
      "color": {
        "background": "#e8f5e9",
        "border": "#4caf50"
      }
    },
    "BASIC": {
      "classifierName": "Basic Concepts",
      "color": {
        "background": "#e3f2fd",
        "border": "#2196f3"
      }
    },
    "INTER": {
      "classifierName": "Intermediate Concepts",
      "color": {
        "background": "#fff3e0",
        "border": "#ff9800"
      }
    },
    "ADV": {
      "classifierName": "Advanced Concepts",
      "color": {
        "background": "#fce4ec",
        "border": "#e91e63"
      }
    },
    "APP": {
      "classifierName": "Application Concepts",
      "color": {
        "background": "#f3e5f5",
        "border": "#9c27b0"
      }
    }
  },
  "concepts": [
    {
      "id": 1,
      "name": "System 2 Thinking",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 2,
      "name": "Hammer Bias",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 3,
      "name": "Stranger Test",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 4,
      "name": "Domain Context",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 5,
      "name": "Problem Reframing",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 6,
      "name": "Critical Thinking",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 7,
      "name": "Tool Selection",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 8,
      "name": "Bias Recognition",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 9,
      "name": "Assumption Validation",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 10,
      "name": "Cognitive Framework",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 11,
      "name": "Problem Definition",
      "category": "FOUND",
      "depends_on": [],
      "chapter": 1
    },
    {
      "id": 12,
      "name": "Forecasting",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 13,
      "name": "Regression",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 14,
      "name": "Forecasting vs Regression",
      "category": "BASIC",
      "depends_on": [12, 13],
      "chapter": 2
    },
    {
      "id": 15,
      "name": "Anomaly Detection",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 16,
      "name": "Classification",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 17,
      "name": "Anomaly vs Classification",
      "category": "BASIC",
      "depends_on": [15, 16],
      "chapter": 2
    },
    {
      "id": 18,
      "name": "Clustering",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 19,
      "name": "Clustering vs Classification",
      "category": "BASIC",
      "depends_on": [18, 16],
      "chapter": 2
    },
    {
      "id": 20,
      "name": "Recommendation Systems",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 21,
      "name": "Prediction",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 22,
      "name": "Recommendation vs Prediction",
      "category": "BASIC",
      "depends_on": [20, 21],
      "chapter": 2
    },
    {
      "id": 23,
      "name": "Optimization",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 24,
      "name": "Optimization vs Prediction",
      "category": "BASIC",
      "depends_on": [23, 21],
      "chapter": 2
    },
    {
      "id": 25,
      "name": "Generation",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 26,
      "name": "Retrieval",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 27,
      "name": "Generation vs Retrieval",
      "category": "BASIC",
      "depends_on": [25, 26],
      "chapter": 2
    },
    {
      "id": 28,
      "name": "Extraction",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 29,
      "name": "Generation vs Extraction",
      "category": "BASIC",
      "depends_on": [25, 28],
      "chapter": 2
    },
    {
      "id": 30,
      "name": "Semantic Search",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 31,
      "name": "Lexical Search",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 32,
      "name": "Structured Search",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 33,
      "name": "Semantic vs Lexical Search",
      "category": "BASIC",
      "depends_on": [30, 31],
      "chapter": 2
    },
    {
      "id": 34,
      "name": "Fine-Tuning",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 35,
      "name": "Prompting",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 36,
      "name": "Fine-Tuning vs Prompting",
      "category": "BASIC",
      "depends_on": [34, 35],
      "chapter": 2
    },
    {
      "id": 37,
      "name": "Long Context",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 38,
      "name": "RAG Systems",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 39,
      "name": "Long Context vs RAG",
      "category": "BASIC",
      "depends_on": [37, 38],
      "chapter": 2
    },
    {
      "id": 40,
      "name": "Deterministic Systems",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 41,
      "name": "Autonomous Agents",
      "category": "BASIC",
      "depends_on": [1, 7],
      "chapter": 2
    },
    {
      "id": 42,
      "name": "Deterministic vs Agents",
      "category": "BASIC",
      "depends_on": [40, 41],
      "chapter": 2
    },
    {
      "id": 43,
      "name": "AI Alternatives Menu",
      "category": "INTER",
      "depends_on": [12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42],
      "chapter": 2
    },
    {
      "id": 44,
      "name": "Outcome Definition",
      "category": "BASIC",
      "depends_on": [5, 11],
      "chapter": 3
    },
    {
      "id": 45,
      "name": "Metric Selection",
      "category": "BASIC",
      "depends_on": [44],
      "chapter": 3
    },
    {
      "id": 46,
      "name": "Metric as Frame",
      "category": "INTER",
      "depends_on": [45],
      "chapter": 3
    },
    {
      "id": 47,
      "name": "Atomic Unit",
      "category": "BASIC",
      "depends_on": [11],
      "chapter": 3
    },
    {
      "id": 48,
      "name": "Decomposition",
      "category": "BASIC",
      "depends_on": [47],
      "chapter": 3
    },
    {
      "id": 49,
      "name": "Assumption Mapping",
      "category": "BASIC",
      "depends_on": [9, 48],
      "chapter": 3
    },
    {
      "id": 50,
      "name": "Deconstruction Process",
      "category": "INTER",
      "depends_on": [47, 48, 49],
      "chapter": 3
    },
    {
      "id": 51,
      "name": "Alternative Generation",
      "category": "BASIC",
      "depends_on": [5, 43],
      "chapter": 3
    },
    {
      "id": 52,
      "name": "Alternatives Menu",
      "category": "INTER",
      "depends_on": [51],
      "chapter": 3
    },
    {
      "id": 53,
      "name": "Trade-off Analysis",
      "category": "BASIC",
      "depends_on": [51, 52],
      "chapter": 3
    },
    {
      "id": 54,
      "name": "Cost-Benefit Evaluation",
      "category": "INTER",
      "depends_on": [53],
      "chapter": 3
    },
    {
      "id": 55,
      "name": "Success Signals",
      "category": "BASIC",
      "depends_on": [46],
      "chapter": 3
    },
    {
      "id": 56,
      "name": "Kill Signals",
      "category": "BASIC",
      "depends_on": [46],
      "chapter": 3
    },
    {
      "id": 57,
      "name": "Leading Indicators",
      "category": "BASIC",
      "depends_on": [46],
      "chapter": 3
    },
    {
      "id": 58,
      "name": "Signal Definition",
      "category": "INTER",
      "depends_on": [55, 56, 57],
      "chapter": 3
    },
    {
      "id": 59,
      "name": "Loop Framework",
      "category": "INTER",
      "depends_on": [46, 50, 52, 54, 58],
      "chapter": 3
    },
    {
      "id": 60,
      "name": "Churn Prediction",
      "category": "INTER",
      "depends_on": [21, 59],
      "chapter": 3
    },
    {
      "id": 61,
      "name": "Churn Metrics",
      "category": "INTER",
      "depends_on": [60, 45],
      "chapter": 3
    },
    {
      "id": 62,
      "name": "Invoice Processing",
      "category": "INTER",
      "depends_on": [28, 59],
      "chapter": 3
    },
    {
      "id": 63,
      "name": "Invoice Extraction",
      "category": "INTER",
      "depends_on": [62, 28],
      "chapter": 3
    },
    {
      "id": 64,
      "name": "Data Distribution",
      "category": "BASIC",
      "depends_on": [4],
      "chapter": 4
    },
    {
      "id": 65,
      "name": "Input Diagnosis",
      "category": "INTER",
      "depends_on": [64],
      "chapter": 4
    },
    {
      "id": 66,
      "name": "Error Pattern Analysis",
      "category": "INTER",
      "depends_on": [16],
      "chapter": 4
    },
    {
      "id": 67,
      "name": "Output Diagnosis",
      "category": "INTER",
      "depends_on": [66],
      "chapter": 4
    },
    {
      "id": 68,
      "name": "Error Analysis",
      "category": "INTER",
      "depends_on": [66, 67],
      "chapter": 4
    },
    {
      "id": 69,
      "name": "Sanity Checks",
      "category": "BASIC",
      "depends_on": [9],
      "chapter": 4
    },
    {
      "id": 70,
      "name": "Diagnostic Testing",
      "category": "INTER",
      "depends_on": [68, 69],
      "chapter": 4
    },
    {
      "id": 71,
      "name": "AI-Specific Diagnostics",
      "category": "ADV",
      "depends_on": [70],
      "chapter": 4
    },
    {
      "id": 72,
      "name": "Data Quality Issues",
      "category": "BASIC",
      "depends_on": [64],
      "chapter": 4
    },
    {
      "id": 73,
      "name": "Model Drift",
      "category": "INTER",
      "depends_on": [65, 67],
      "chapter": 4
    },
    {
      "id": 74,
      "name": "Distribution Shift",
      "category": "INTER",
      "depends_on": [64, 73],
      "chapter": 4
    },
    {
      "id": 75,
      "name": "Signal Recognition",
      "category": "BASIC",
      "depends_on": [58],
      "chapter": 5
    },
    {
      "id": 76,
      "name": "Persist Decision",
      "category": "BASIC",
      "depends_on": [75],
      "chapter": 5
    },
    {
      "id": 77,
      "name": "Pivot Decision",
      "category": "BASIC",
      "depends_on": [75],
      "chapter": 5
    },
    {
      "id": 78,
      "name": "Stop Decision",
      "category": "BASIC",
      "depends_on": [75],
      "chapter": 5
    },
    {
      "id": 79,
      "name": "Decision Options",
      "category": "INTER",
      "depends_on": [76, 77, 78],
      "chapter": 5
    },
    {
      "id": 80,
      "name": "System-Level Reframe",
      "category": "ADV",
      "depends_on": [5, 59],
      "chapter": 5
    },
    {
      "id": 81,
      "name": "Problem Pivot",
      "category": "INTER",
      "depends_on": [77, 80],
      "chapter": 5
    },
    {
      "id": 82,
      "name": "Approach Pivot",
      "category": "INTER",
      "depends_on": [77, 80],
      "chapter": 5
    },
    {
      "id": 83,
      "name": "Tool Pivot",
      "category": "INTER",
      "depends_on": [77, 80],
      "chapter": 5
    },
    {
      "id": 84,
      "name": "Cautionary Tales",
      "category": "ADV",
      "depends_on": [68, 79],
      "chapter": 5
    },
    {
      "id": 85,
      "name": "Case Study Analysis",
      "category": "ADV",
      "depends_on": [84],
      "chapter": 5
    },
    {
      "id": 86,
      "name": "Classic ML Pivots",
      "category": "ADV",
      "depends_on": [60, 81, 82, 83],
      "chapter": 6
    },
    {
      "id": 87,
      "name": "GenAI Pivots",
      "category": "ADV",
      "depends_on": [62, 81, 82, 83],
      "chapter": 6
    },
    {
      "id": 88,
      "name": "Pattern Bridging",
      "category": "APP",
      "depends_on": [86, 87],
      "chapter": 6
    },
    {
      "id": 89,
      "name": "Application Framework",
      "category": "APP",
      "depends_on": [59, 88],
      "chapter": 6
    },
    {
      "id": 90,
      "name": "Monday Morning Check",
      "category": "APP",
      "depends_on": [89],
      "chapter": 6
    },
    {
      "id": 91,
      "name": "Atomic Unit Canvas",
      "category": "APP",
      "depends_on": [47, 48, 49],
      "chapter": 6
    },
    {
      "id": 92,
      "name": "Pre-Flight Checklist",
      "category": "APP",
      "depends_on": [89, 90],
      "chapter": 6
    },
    {
      "id": 93,
      "name": "Trade-off Canvas",
      "category": "APP",
      "depends_on": [53, 54],
      "chapter": 6
    },
    {
      "id": 94,
      "name": "Signals Canvas",
      "category": "APP",
      "depends_on": [55, 56, 57],
      "chapter": 6
    },
    {
      "id": 95,
      "name": "Problem Statement",
      "category": "BASIC",
      "depends_on": [11],
      "chapter": 1
    },
    {
      "id": 96,
      "name": "Stakeholder Analysis",
      "category": "BASIC",
      "depends_on": [4, 11],
      "chapter": 1
    },
    {
      "id": 97,
      "name": "Requirements Gathering",
      "category": "BASIC",
      "depends_on": [96],
      "chapter": 1
    },
    {
      "id": 98,
      "name": "Constraint Identification",
      "category": "BASIC",
      "depends_on": [97],
      "chapter": 1
    },
    {
      "id": 99,
      "name": "Success Criteria",
      "category": "BASIC",
      "depends_on": [44, 45],
      "chapter": 1
    },
    {
      "id": 100,
      "name": "Feasibility Assessment",
      "category": "INTER",
      "depends_on": [98, 99],
      "chapter": 1
    },
    {
      "id": 101,
      "name": "Risk Assessment",
      "category": "INTER",
      "depends_on": [100],
      "chapter": 1
    },
    {
      "id": 102,
      "name": "Technology Stack",
      "category": "BASIC",
      "depends_on": [7],
      "chapter": 2
    },
    {
      "id": 103,
      "name": "Model Selection",
      "category": "INTER",
      "depends_on": [102, 43],
      "chapter": 2
    },
    {
      "id": 104,
      "name": "Architecture Design",
      "category": "INTER",
      "depends_on": [103],
      "chapter": 3
    },
    {
      "id": 105,
      "name": "Data Pipeline",
      "category": "BASIC",
      "depends_on": [64],
      "chapter": 3
    },
    {
      "id": 106,
      "name": "Feature Engineering",
      "category": "INTER",
      "depends_on": [105],
      "chapter": 4
    },
    {
      "id": 107,
      "name": "Training Strategy",
      "category": "INTER",
      "depends_on": [103, 106],
      "chapter": 4
    },
    {
      "id": 108,
      "name": "Evaluation Framework",
      "category": "INTER",
      "depends_on": [45, 70],
      "chapter": 4
    },
    {
      "id": 109,
      "name": "Deployment Readiness",
      "category": "INTER",
      "depends_on": [104, 108],
      "chapter": 5
    },
    {
      "id": 110,
      "name": "Monitoring Strategy",
      "category": "INTER",
      "depends_on": [109],
      "chapter": 5
    },
    {
      "id": 111,
      "name": "Production Support",
      "category": "INTER",
      "depends_on": [110],
      "chapter": 5
    },
    {
      "id": 112,
      "name": "Business Impact",
      "category": "BASIC",
      "depends_on": [99],
      "chapter": 6
    },
    {
      "id": 113,
      "name": "ROI Calculation",
      "category": "INTER",
      "depends_on": [112],
      "chapter": 6
    },
    {
      "id": 114,
      "name": "Scalability Factors",
      "category": "INTER",
      "depends_on": [104, 109],
      "chapter": 6
    },
    {
      "id": 115,
      "name": "Baseline Performance",
      "category": "BASIC",
      "depends_on": [45, 69],
      "chapter": 4
    },
    {
      "id": 116,
      "name": "Incremental Testing",
      "category": "INTER",
      "depends_on": [115],
      "chapter": 4
    },
    {
      "id": 117,
      "name": "A/B Testing",
      "category": "INTER",
      "depends_on": [116],
      "chapter": 5
    },
    {
      "id": 118,
      "name": "Statistical Significance",
      "category": "INTER",
      "depends_on": [117],
      "chapter": 5
    },
    {
      "id": 119,
      "name": "Confidence Building",
      "category": "ADV",
      "depends_on": [118],
      "chapter": 5
    },
    {
      "id": 120,
      "name": "Edge Cases",
      "category": "INTER",
      "depends_on": [69, 72],
      "chapter": 4
    },
    {
      "id": 121,
      "name": "Fairness Evaluation",
      "category": "ADV",
      "depends_on": [70, 108],
      "chapter": 4
    },
    {
      "id": 122,
      "name": "Bias Detection",
      "category": "ADV",
      "depends_on": [121],
      "chapter": 4
    },
    {
      "id": 123,
      "name": "Explainability",
      "category": "ADV",
      "depends_on": [68, 122],
      "chapter": 5
    },
    {
      "id": 124,
      "name": "Model Interpretability",
      "category": "INTER",
      "depends_on": [123],
      "chapter": 5
    },
    {
      "id": 125,
      "name": "User Feedback Loop",
      "category": "BASIC",
      "depends_on": [110, 111],
      "chapter": 6
    },
    {
      "id": 126,
      "name": "Continuous Improvement",
      "category": "INTER",
      "depends_on": [125],
      "chapter": 6
    },
    {
      "id": 127,
      "name": "Iteration Planning",
      "category": "INTER",
      "depends_on": [126],
      "chapter": 6
    },
    {
      "id": 128,
      "name": "Priority Ranking",
      "category": "BASIC",
      "depends_on": [51, 52],
      "chapter": 3
    },
    {
      "id": 129,
      "name": "Risk Mitigation",
      "category": "INTER",
      "depends_on": [101, 119],
      "chapter": 5
    },
    {
      "id": 130,
      "name": "Contingency Planning",
      "category": "ADV",
      "depends_on": [129],
      "chapter": 5
    },
    {
      "id": 131,
      "name": "Resource Allocation",
      "category": "INTER",
      "depends_on": [98, 104],
      "chapter": 3
    },
    {
      "id": 132,
      "name": "Timeline Estimation",
      "category": "INTER",
      "depends_on": [131],
      "chapter": 3
    },
    {
      "id": 133,
      "name": "Team Composition",
      "category": "BASIC",
      "depends_on": [96],
      "chapter": 1
    },
    {
      "id": 134,
      "name": "Cross-Functional Alignment",
      "category": "INTER",
      "depends_on": [133, 96],
      "chapter": 3
    },
    {
      "id": 135,
      "name": "Communication Plan",
      "category": "BASIC",
      "depends_on": [134],
      "chapter": 3
    },
    {
      "id": 136,
      "name": "Stakeholder Updates",
      "category": "BASIC",
      "depends_on": [135],
      "chapter": 6
    },
    {
      "id": 137,
      "name": "Domain Knowledge",
      "category": "BASIC",
      "depends_on": [4],
      "chapter": 1
    },
    {
      "id": 138,
      "name": "Industry Trends",
      "category": "BASIC",
      "depends_on": [137],
      "chapter": 1
    },
    {
      "id": 139,
      "name": "Competitive Analysis",
      "category": "INTER",
      "depends_on": [138, 112],
      "chapter": 6
    },
    {
      "id": 140,
      "name": "Market Opportunities",
      "category": "BASIC",
      "depends_on": [138],
      "chapter": 1
    },
    {
      "id": 141,
      "name": "Customer Needs",
      "category": "BASIC",
      "depends_on": [96, 140],
      "chapter": 1
    },
    {
      "id": 142,
      "name": "User Experience",
      "category": "INTER",
      "depends_on": [141],
      "chapter": 6
    },
    {
      "id": 143,
      "name": "Data Availability",
      "category": "BASIC",
      "depends_on": [64],
      "chapter": 2
    },
    {
      "id": 144,
      "name": "Data Collection",
      "category": "BASIC",
      "depends_on": [143],
      "chapter": 3
    },
    {
      "id": 145,
      "name": "Data Labeling",
      "category": "INTER",
      "depends_on": [144],
      "chapter": 4
    },
    {
      "id": 146,
      "name": "Annotation Strategy",
      "category": "INTER",
      "depends_on": [145],
      "chapter": 4
    },
    {
      "id": 147,
      "name": "Label Quality",
      "category": "INTER",
      "depends_on": [146],
      "chapter": 4
    },
    {
      "id": 148,
      "name": "Active Learning",
      "category": "ADV",
      "depends_on": [145],
      "chapter": 4
    },
    {
      "id": 149,
      "name": "Synthetic Data",
      "category": "ADV",
      "depends_on": [144],
      "chapter": 4
    },
    {
      "id": 150,
      "name": "Data Privacy",
      "category": "BASIC",
      "depends_on": [64],
      "chapter": 2
    },
    {
      "id": 151,
      "name": "Ethical Considerations",
      "category": "ADV",
      "depends_on": [122, 150],
      "chapter": 5
    },
    {
      "id": 152,
      "name": "Regulatory Compliance",
      "category": "ADV",
      "depends_on": [151],
      "chapter": 5
    },
    {
      "id": 153,
      "name": "Performance Baseline",
      "category": "BASIC",
      "depends_on": [115],
      "chapter": 4
    },
    {
      "id": 154,
      "name": "Improvement Metrics",
      "category": "INTER",
      "depends_on": [153],
      "chapter": 5
    },
    {
      "id": 155,
      "name": "Threshold Setting",
      "category": "INTER",
      "depends_on": [45, 56],
      "chapter": 3
    },
    {
      "id": 156,
      "name": "Alert Mechanisms",
      "category": "INTER",
      "depends_on": [155, 110],
      "chapter": 5
    },
    {
      "id": 157,
      "name": "Feedback Cycles",
      "category": "INTER",
      "depends_on": [125],
      "chapter": 6
    },
    {
      "id": 158,
      "name": "Learning Velocity",
      "category": "INTER",
      "depends_on": [157],
      "chapter": 6
    },
    {
      "id": 159,
      "name": "Experimentation Culture",
      "category": "ADV",
      "depends_on": [117, 127],
      "chapter": 6
    },
    {
      "id": 160,
      "name": "Failure Analysis",
      "category": "ADV",
      "depends_on": [84, 85],
      "chapter": 5
    },
    {
      "id": 161,
      "name": "Retrospectives",
      "category": "INTER",
      "depends_on": [160],
      "chapter": 6
    },
    {
      "id": 162,
      "name": "Documentation Standards",
      "category": "BASIC",
      "depends_on": [135],
      "chapter": 3
    },
    {
      "id": 163,
      "name": "Decision Logging",
      "category": "INTER",
      "depends_on": [162],
      "chapter": 6
    },
    {
      "id": 164,
      "name": "Knowledge Transfer",
      "category": "INTER",
      "depends_on": [162, 163],
      "chapter": 6
    },
    {
      "id": 165,
      "name": "Model Governance",
      "category": "ADV",
      "depends_on": [151, 162],
      "chapter": 5
    },
    {
      "id": 166,
      "name": "Version Control",
      "category": "BASIC",
      "depends_on": [103],
      "chapter": 4
    },
    {
      "id": 167,
      "name": "Experiment Tracking",
      "category": "INTER",
      "depends_on": [116, 166],
      "chapter": 4
    },
    {
      "id": 168,
      "name": "Hyperparameter Tuning",
      "category": "INTER",
      "depends_on": [107],
      "chapter": 4
    },
    {
      "id": 169,
      "name": "Cross Validation",
      "category": "INTER",
      "depends_on": [107, 108],
      "chapter": 4
    },
    {
      "id": 170,
      "name": "Ensemble Methods",
      "category": "ADV",
      "depends_on": [103],
      "chapter": 5
    },
    {
      "id": 171,
      "name": "Transfer Learning",
      "category": "ADV",
      "depends_on": [34],
      "chapter": 4
    },
    {
      "id": 172,
      "name": "Few-Shot Learning",
      "category": "ADV",
      "depends_on": [35, 171],
      "chapter": 4
    },
    {
      "id": 173,
      "name": "Zero-Shot Learning",
      "category": "ADV",
      "depends_on": [172],
      "chapter": 4
    },
    {
      "id": 174,
      "name": "Prompt Engineering",
      "category": "INTER",
      "depends_on": [35],
      "chapter": 5
    },
    {
      "id": 175,
      "name": "Chain-of-Thought",
      "category": "INTER",
      "depends_on": [174],
      "chapter": 5
    },
    {
      "id": 176,
      "name": "In-Context Learning",
      "category": "INTER",
      "depends_on": [175],
      "chapter": 5
    },
    {
      "id": 177,
      "name": "Output Formatting",
      "category": "INTER",
      "depends_on": [25, 28],
      "chapter": 5
    },
    {
      "id": 178,
      "name": "Validation Rules",
      "category": "INTER",
      "depends_on": [69, 177],
      "chapter": 5
    },
    {
      "id": 179,
      "name": "Error Recovery",
      "category": "ADV",
      "depends_on": [178],
      "chapter": 5
    },
    {
      "id": 180,
      "name": "Fallback Strategies",
      "category": "ADV",
      "depends_on": [179],
      "chapter": 6
    },
    {
      "id": 181,
      "name": "Cost Analysis",
      "category": "INTER",
      "depends_on": [113],
      "chapter": 6
    },
    {
      "id": 182,
      "name": "Latency Optimization",
      "category": "INTER",
      "depends_on": [109],
      "chapter": 5
    },
    {
      "id": 183,
      "name": "Resource Efficiency",
      "category": "INTER",
      "depends_on": [182],
      "chapter": 6
    },
    {
      "id": 184,
      "name": "Batch Processing",
      "category": "INTER",
      "depends_on": [109],
      "chapter": 5
    },
    {
      "id": 185,
      "name": "Real-Time Processing",
      "category": "ADV",
      "depends_on": [184],
      "chapter": 5
    },
    {
      "id": 186,
      "name": "Data Validation",
      "category": "BASIC",
      "depends_on": [72],
      "chapter": 4
    },
    {
      "id": 187,
      "name": "Schema Enforcement",
      "category": "INTER",
      "depends_on": [186],
      "chapter": 4
    },
    {
      "id": 188,
      "name": "Drift Detection",
      "category": "INTER",
      "depends_on": [73, 74],
      "chapter": 5
    },
    {
      "id": 189,
      "name": "Retraining Triggers",
      "category": "INTER",
      "depends_on": [188],
      "chapter": 5
    },
    {
      "id": 190,
      "name": "Model Versioning",
      "category": "INTER",
      "depends_on": [166, 189],
      "chapter": 5
    },
    {
      "id": 191,
      "name": "Rollback Procedures",
      "category": "INTER",
      "depends_on": [190],
      "chapter": 5
    },
    {
      "id": 192,
      "name": "Prediction Confidence",
      "category": "INTER",
      "depends_on": [21, 108],
      "chapter": 4
    },
    {
      "id": 193,
      "name": "Uncertainty Quantification",
      "category": "ADV",
      "depends_on": [192],
      "chapter": 5
    },
    {
      "id": 194,
      "name": "Threshold Optimization",
      "category": "INTER",
      "depends_on": [155],
      "chapter": 4
    },
    {
      "id": 195,
      "name": "Precision-Recall Tradeoff",
      "category": "INTER",
      "depends_on": [194],
      "chapter": 4
    },
    {
      "id": 196,
      "name": "ROC Curves",
      "category": "INTER",
      "depends_on": [195],
      "chapter": 4
    },
    {
      "id": 197,
      "name": "Business Rule Integration",
      "category": "INTER",
      "depends_on": [40, 178],
      "chapter": 5
    },
    {
      "id": 198,
      "name": "Hybrid Systems",
      "category": "ADV",
      "depends_on": [197],
      "chapter": 6
    },
    {
      "id": 199,
      "name": "Multi-Model Ensembles",
      "category": "ADV",
      "depends_on": [170],
      "chapter": 6
    },
    {
      "id": 200,
      "name": "Meta-Learning",
      "category": "ADV",
      "depends_on": [199],
      "chapter": 6
    }
  ]
}