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