Chapter Metrics
Generated by: Book Metrics Python Program v0.08
Generated on: June 03, 2026 at 12:10 PM
This file contains chapter-by-chapter metrics for student-facing content.
| Chapter | Name | Sections | Diagrams | Equations | Words | Links | Quiz | Refs |
|---|---|---|---|---|---|---|---|---|
| 1 | Foundations of Artificial Intelligence and Natural Language Processing | 15 | 0 | 1 | 4,789 | 12 | 10 | 0 |
| 2 | Search Technologies and Indexing Techniques | 18 | 0 | 0 | 6,453 | 14 | 10 | 0 |
| 3 | Semantic Search and Quality Metrics | 21 | 0 | 0 | 7,895 | 13 | 10 | 0 |
| 4 | Large Language Models and Tokenization | 12 | 2 | 0 | 6,835 | 14 | 10 | 0 |
| 5 | Embeddings and Vector Databases | 23 | 5 | 0 | 6,380 | 16 | 10 | 0 |
| 6 | Building Chatbots and Intent Recognition | 14 | 6 | 0 | 7,109 | 13 | 10 | 0 |
| 7 | Chatbot Frameworks and User Interfaces | 24 | 8 | 0 | 6,385 | 11 | 10 | 0 |
| 8 | User Feedback and Continuous Improvement | 21 | 6 | 0 | 6,531 | 12 | 10 | 0 |
| 9 | The Retrieval Augmented Generation Pattern | 24 | 4 | 0 | 6,168 | 19 | 10 | 0 |
| 10 | Knowledge Graphs and GraphRAG | 21 | 4 | 0 | 6,835 | 13 | 10 | 0 |
| 11 | NLP Pipelines and Text Processing | 18 | 4 | 0 | 7,259 | 16 | 10 | 0 |
| 12 | Database Queries and Parameter Extraction | 30 | 2 | 3 | 7,600 | 13 | 10 | 0 |
| 13 | Security, Privacy, and User Management | 30 | 1 | 0 | 3,832 | 14 | 10 | 0 |
| 14 | Evaluation, Optimization, and Career Development | 39 | 1 | 3 | 5,136 | 14 | 10 | 0 |
Metrics Explanation
- Chapter: Chapter number (leading zeros removed)
- Name: Chapter title from index.md
- Sections: Count of H2 and H3 headers in chapter markdown files
- Diagrams: Count of H4 headers starting with '#### Diagram:'
- Equations: LaTeX expressions using $ and $$ delimiters
- Words: Word count across all markdown files in the chapter
- Links: Markdown-formatted links
[text](url) - Quiz: Number of quiz questions in the chapter's quiz.md (0 if none)
- Refs: Number of references in the chapter's references.md (0 if none)