KNOWLEDGE NOTES

Knowledge Notes

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AI Engineering / Large language model learning

Core Reading Guide for 5 Introductory Heavy Books on Large Models / 1485-Page Systematic Textbook

Unified index and core reading guide for 5 mainstream large model textbooks. ① Understand AIGC in One Book (2023, 256 pages, general science popularization) ② Large Model Development and Fine-Tuning from Scratch Based on PyTorch+ChatGLM (376 pages, hands-on textbook) ③ Minimalist Introduction to Large Model Application Development Based on GPT-4+ChatGPT (177 pages, O'Reilly, 2024 SDK hands-on ★ deep intensive reading) ④ Large-Scale Language Models: From Theory to Practice (297 pages, Fudan academic school, Zhang Qi, Gui Tao, Zheng Rui, Huang Xuanjing) ⑤ Large Model Black Book Based on GPT-3/4 Transformer NLP (379 pages, Denis Rothman). Covers the complete path from classic NLP theory → Transformer → GPT evolution → Prompt engineering → fine-tuning → application development

LLM TextbooksModel DevelopmentLarge model fundamentalsEnglish edition