Large Language Models

Guides

• Generative AI Handbook: A Roadmap for Learning Resources

Foundations

• Stanford CS224N Natural Language Processing with Deep Learning

• 李宏毅 - 生成式人工智能导论

General Courses

• Princeton CS597 Understanding Large Language Models

• Stanford CS324 Advances in Foundation Models

• CMU 11-711 Advanced Natural Language Processing

• Samuel Albanie - Foundation Models

Hands-on Courses

• Stanford CS336 Language Modeling from Scratch

• Maxime Labonne - LLM Hands-on Course

• Umar Jamil's Youtube Channel

• LangChain's Youtube Channel

• Deeplearning.ai Courses

Fontier Topics

• Stanford CS25 Transformers United
• UCB CS294 Large Language Model Agents
• UCB CS294 Advanced Large Language Model Agents
• RLHF Book by Nathan Lambert
• Caltech CS159 Large Language Models for Reasoning
• UWaterloo CS886 Recent Advances on Foundation Models
• Anthropic LLM Courses: API Fundamentals / Prompt Engineering / Real World Prompting / Prompt Evaluations / Tool Use
• Reinforcement Learning from Human Feedback Handbook
• MIT Introduction to Data-Centric AI
• UW CSE599J Data-centric Machine Learning
• Alignment Guidebook

Collections & Blogs

• Lilian Weng's Blog
• Andrej Karpathy's Blog
• Chip Huyen's Blog
• Interconnects.ai
• Sebastian Raschka's Blog
• Maxime Labonne's Blog
• Jay Alammar's Blog
• The Gradient Substack
• Deep (Learning) Focus Substack
• Artificial Fintelligence Substack
• The TWIML AI Podcast with Sam Charrington
• Huggingface's Blog
• OpenAI's Research Blog
• Meta AI Blog
• Google DeepMind's Blog
• Awesome-LLM - A Curated List of Large Language Model