Mathematics and Python for understanding the fundamentals of AI systems Ⅱ Level 6

By Geraldine Angaga Lickas, Hideaki Miyoshi, Michael Rublack

Mathematics and Python
for understanding the fundamentals of AI systems Ⅱ
Data Analysis: Level 6

Level 6: Architecture of Generative AI
From Tokens, Attention, and QKV to Self-Attention,
Transformer, and RAG...

Math & Python Textbook Series 10
"Curiosity about mathematics,
the foundation of everything in the AI era."

Two free downloadable files: Hands-On Data Analysis with Python
* Efficient learning with Colab note files linked to this book.
* Beginner-friendly Python code explained step-by-step.
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Contents
Chapter 1 What Is a Generative AI System?
Chapter 2 What Is a Token? Splitting Text into Small Units
Chapter 3 Adding Positional Information: Representing Order with Math
Chapter 4 An Introduction to Attention: Representing Where to Focus as Numbers
Chapter 5 Query, Key, and Value: The Core Structure of Attention
Chapter 6 Self-Attention: Words Attending to One Another in a Sentence
Chapter 7 Multi-Head Attention: Reading with Several Views
Chapter 8 The Transformer Block: Combining Two Layers
Chapter 9 Language Model Basics: Predicting the Next Token
Chapter 10 Tuning Generation: Temperature, Top-k, Top-p
Chapter 11 Viewing Prompts Mathematically: Input and Context Design
Chapter 12 The Basics of RAG: AI That Searches Before Answering
Chapter 13 Chunking and Search Accuracy: How to Cut Information
Chapter 14 AI Errors and Hallucination: Probability vs Fact
Chapter 15 An Introduction to AI Agents: Judging and Using Tools
Chapter 16 Comprehensive Project: Building a Small RAG-Style AI System
Appendix A Mini-Glossary of Math Used in Generative AI
Appendix B Mini-Glossary of Transformer Terms
Appendix C Mini-Glossary of RAG and AI-System Terms

• Format: Paperback
• Language: English
• ISBN: B0H7SV2ZZH
• ISBN13: 9798185860236
• Release Date: July 2026
• Publisher: Independently Published
• Length: 198 Pages
• Weight: 0.60 lbs.
• Dimensions: 0.4" x 6.0" x 9.0"