AI Course Notes
这里是从 344 份 LaTeX 讲义自动生成的网页阅读站。正文直接由 .tex 渲染成网页,适合浏览、搜索和连续阅读。
课程地图
🏛 MIT 课程 (10 份)
- 6.S191
Introduction to Deep Learning
10 份讲义
🇨🇳 B 站系列课程 (47 份)
- Agentic RL
RL for LLM (PPO→GRPO→DPO, veRL)
20 份讲义 - LLM Architect
模型架构 (MoE, RoPE, VLM, K2.5)
10 份讲义 - Modern Agent
LLM Agent 实战 (ReAct, RAG, Codex)
17 份讲义
📝 技术文章笔记 (25 篇)
- 技术文章笔记
25 份讲义
🏫 Stanford 课程 (142 份)
- CS25
Transformers United (V1-V5)
40 份讲义 - CS146S
The Modern Software Developer
10 份讲义 - CS153
Infra @ Scale / Frontier Systems
11 份讲义 - CS224N
NLP with Deep Learning
17 份讲义 - CS224R
Deep Reinforcement Learning
19 份讲义 - CS231N
Deep Learning for Computer Vision
18 份讲义 - CS336
Language Modeling from Scratch
17 份讲义 - CS336 2026
Language Modeling from Scratch
13 份讲义
🎤 演讲与访谈 (29 份)
- Ungrounded 不着边际
GUI Agent、SGLang
2 份讲义 - WhynotTV
陈天奇、翁嘉颐、胡渊鸣、杨硕
4 份讲义 - 张小珺商业访谈录
季逸超、谢赛宁、杨植麟
3 份讲义 - 20VC with Harry Stebbings
Demis Hassabis: AGI, Scaling Laws & DeepMind
1 份讲义 - AITIME 论道
张钹、林俊旸、姚顺雨、杨植麟
4 份讲义 - 阿里云
AGI 圆桌
1 份讲义 - Cleo Abram
Jensen Huang: NVIDIA Vision
1 份讲义 - Dwarkesh Patel Podcast
Ilya Sutskever: From Scaling to Research
1 份讲义 - Greg Isenberg
Claude Cowork & Code
1 份讲义 - Lex Fridman Podcast
Dario Amodei、Jensen Huang、State of AI、DeepSeek、中国 AI、OpenClaw
5 份讲义 - No Priors Podcast
Andrej Karpathy: Code Agents & AutoResearch
1 份讲义 - NVIDIA GTC
杨植麟 K2.5
1 份讲义 - 青稞社区
LLM、Agentic、RL、Infra 圆桌
4 份讲义
🇰🇷 KAIST 课程 (15 份)
- CS492D
Diffusion Models and Flow Models
15 份讲义
🐻 Berkeley 课程 (35 份)
- CS294 F24
LLM Agents
12 份讲义 - CS294 F25
Agentic AI
11 份讲义 - CS294 SP25
Advanced LLM Agents
12 份讲义
其他
- Youtube
1 份讲义 - Zhangxiaojun
37 份讲义
推荐阅读路线
- 入门 LLM:CS336 → CS224R L09 → CS25 Karpathy Transformer 入门
- 深入 Agent:Berkeley LLM Agents → Modern Agent → Agentic RL
- 模型架构:LLM Architect → CS25 Mixtral → CS336 MoE
- 前沿洞察:Ilya → Dario → State of AI 2026