Learning Graph Quality Metrics Report¶
Overview¶
- Total Concepts: 200
- Foundational Concepts (no dependencies): 4
- Concepts with Dependencies: 196
- Average Dependencies per Concept: 1.50
Graph Structure Validation¶
- Valid DAG Structure: ❌ No
- Self-Dependencies: None detected ✅
- Cycles Detected: 0
Foundational Concepts¶
These concepts have no prerequisites:
- 1: Digital Transformation
- 11: Artificial Intelligence
- 24: Token
- 86: API Fundamentals
Dependency Chain Analysis¶
- Maximum Dependency Chain Length: 14
Longest Learning Path:¶
- Artificial Intelligence (ID: 11)
- Machine Learning (ID: 12)
- Deep Learning (ID: 13)
- Generative AI (ID: 15)
- OpenAI (ID: 31)
- GPT-4 (ID: 32)
- ChatGPT (ID: 35)
- Prompt Engineering (ID: 51)
- Zero-Shot Prompting (ID: 52)
- Few-Shot Prompting (ID: 53)
- In-Context Learning (ID: 54)
- Chain-of-Thought (ID: 55)
- Tree-of-Thought (ID: 56)
- Self-Consistency (ID: 57)
Orphaned Nodes Analysis¶
- Total Orphaned Nodes: 70
Concepts that are not prerequisites for any other concept:
- 6: Organizational Readiness
- 10: Competitive Advantage
- 20: Multi-Head Attention
- 23: RLHF
- 30: Throughput
- 34: GPT-4o
- 39: Claude 3 Opus
- 42: Gemini Ultra
- 44: Search-Augmented Gen
- 45: xAI Grok
- 46: Meta Llama
- 48: Mixtral
- 50: Proprietary Models
- 57: Self-Consistency
- 59: User Prompt
- 60: Persona Design
- 63: JSON Output
- 64: Markdown Output
- 68: Prompt Optimization
- 71: GPT Actions
...and 50 more
Connected Components¶
- Number of Connected Components: 1
✅ All concepts are connected in a single graph.
Indegree Analysis¶
Top 10 concepts that are prerequisites for the most other concepts:
| Rank | Concept ID | Concept Label | Indegree |
|---|---|---|---|
| 1 | 15 | Generative AI | 19 |
| 2 | 16 | Large Language Models | 12 |
| 3 | 1 | Digital Transformation | 11 |
| 4 | 147 | Responsible AI | 10 |
| 5 | 51 | Prompt Engineering | 9 |
| 6 | 103 | Multimodal AI | 7 |
| 7 | 156 | Future of Work | 7 |
| 8 | 120 | GAI Center of Excellence | 6 |
| 9 | 31 | OpenAI | 5 |
| 10 | 87 | REST API | 5 |
Outdegree Distribution¶
| Dependencies | Number of Concepts |
|---|---|
| 0 | 4 |
| 1 | 105 |
| 2 | 85 |
| 3 | 5 |
| 4 | 1 |
Recommendations¶
- ⚠️ Many orphaned nodes (70): Consider if these should be prerequisites for advanced concepts
Report generated by learning-graph-reports/analyze_graph.py