📚 AI Course Notes

git clone --filter=blob:none --no-checkout https://github.com/hqhq1025/ai-course-notes.git
cd ai-course-notes
git sparse-checkout init --cone
git sparse-checkout set cs336
git checkout main

git clone --depth=1 https://github.com/hqhq1025/ai-course-notes.git
cd ai-course-notes/<course>/<lecture>
xelatex -interaction=nonstopmode -halt-on-error <lecture>-notes.tex
xelatex -interaction=nonstopmode -halt-on-error <lecture>-notes.tex

cd ai-course-notes/cs329a/lecture01
xelatex -interaction=nonstopmode -halt-on-error lecture01-notes.tex
xelatex -interaction=nonstopmode -halt-on-error lecture01-notes.tex

入门 LLM
CS336 → CS224R L09 (RLHF) → CS25 V2 Karpathy (Transformer 入门)

深入 Agent
Berkeley F24 姚顺雨 Agent 概述 → CS329A → Modern Agent 全系列 → Agentic RL 全系列

模型架构
LLM Architect 全系列 → CS25 V4 Mixtral → CS336 L04 MoE

前沿洞察
Ilya Sutskever → Dario Amodei → Lex Fridman State of AI 2026

ai-course-notes/
├── cs329a/                   # Stanford CS329A Self-Improving AI Agents (9 讲)
├── cs336/                    # Stanford CS336 (17 讲)
├── cs336-2026/               # Stanford CS336 Spring 2026 (18 讲, 完整)
├── cs153/                    # Stanford CS153 Infra @ Scale (11 讲)
├── cs224n/                   # Stanford CS224N (17 讲)
├── cs231n/                   # Stanford CS231N (18 讲)
├── cs224r/                   # Stanford CS224R (19 讲, 含 slides)
├── cs146s/                   # Stanford CS146S (10 周, 基于 slides)
├── cs25/                     # CS25 Transformers United (41 讲)
├── cs25-v6/                  # CS25 Transformers United V6 (9 讲, 完整)
├── 6s191/                    # MIT 6.S191 (10 讲)
├── kaist-cs492d/             # KAIST CS492D (15 讲)
├── cmu-11-768/               # CMU 11-768 AI Agents (6 讲, Fall 2026)
├── modern-agent/             # 五道口纳什 Modern Agent (17 讲)
├── llm-architect/            # 五道口纳什 LLM Architect (10 讲)
├── agentic-rl/               # 五道口纳什 Agentic RL + veRL (20 讲)
├── interviews/               # 深度访谈，按频道/来源分组
├── talks/                    # 演讲与公开课，按频道/来源分组
├── articles/                 # 技术文章笔记
├── tools/web/                # 在线阅读站生成器
└── .github/workflows/        # GitHub Pages 自动部署

graph LR
    A[YouTube/Bilibili 视频] --> B[yt-dlp 下载]
    B --> C{有字幕?}
    C -->|是| D[下载 SRT]
    C -->|否| E[Whisper large-v3]
    E --> D
    D --> F[资料核对与写作蓝图]
    G[官方 Slides / 公开资料] --> F
    F --> W[Argon 撰写与整篇润色]
    W --> Q[内容复核与排版]
    Q --> H[LaTeX 源文件]
    H --> I[XeLaTeX 编译]
    I --> J[PDF 讲义]
    H --> K[网页阅读站]

python -m pip install -r requirements-web.txt
python tools/web/generate_site.py --strict --skip-tikz
mkdocs serve -f .web-build/mkdocs.yml

python tools/web/generate_site.py --strict --verbose-warnings --fail-on-tikz-warnings
mkdocs build -f .web-build/mkdocs.yml --strict