Chapter Drafts

15 of 15 — COMPLETE

Full chapter content with math rendering and code examples. Each draft undergoes structural validation, citation checking, and humanization passes.

15 Drafts · 163,814 Words · 2 Humanized · 13 In Review
Chapter 1

Introduction

10,740 words Draft
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Chapter 2

Mathematical Foundations

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Chapter 3

Classical Language Models

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Chapter 4

Word Representations

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Chapter 5

Sequence Models

11,081 words Draft
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Chapter 6

The Attention Revolution

10,902 words Draft
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Chapter 7

Sequence-to-Sequence and Decoding

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Chapter 8

The Transformer Architecture

12,877 words Draft
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Chapter 9

Pre-training Paradigms

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Chapter 10

Tokenization and Data at Scale

9,990 words Draft
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Chapter 11

Scaling Laws and Emergent Abilities

12,334 words Draft
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Chapter 12

Alignment: RLHF, DPO, Safety

11,220 words Draft
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Chapter 13

In-Context Learning, Prompting, and Reasoning

12,595 words Draft
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Chapter 14

Retrieval, Agents, and Multimodal Models

11,107 words Draft
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Chapter 15

Ethics, Society, and the Future

8,034 words Draft
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