Top Down Deep Learning Curriculum With Practical First Pedagogy

via “structured learning progression from theory to implementation”

📚 从零开始构建大模型

Unique: Organizes content as a complete learning system with explicit progression from theory (chapters 1-4) to implementation (chapters 5-7), with each chapter building on previous knowledge and including both mathematical explanations and executable code, rather than treating theory and practice as separate

vs others: More comprehensive than individual tutorials because it provides a complete curriculum from NLP basics to production LLM applications, allowing learners to understand the full development lifecycle rather than isolated topics