How fancyboi999/ai-engineering-from-scratch-zh works
This repository is a Chinese-language, hands-on AI engineering curriculum with a companion interactive learning site and certification tracks. The main learner workflow is to choose a learning goal or course, study explanations and runnable experiments, then practice through quizzes and project work; the README also describes optional AI mentor skills that read course material and track progress. The graph groups the course by broad subject, while retaining notable implementation examples and the site client. Relationships are limited to those documented in the README or visible in excerpts; the API handlers and most course implementations were not sampled.
Main entry points: 19-capstone-projects Capstone Projects · 11-llm-engineering LLM Engineering · 14-agent-engineering Agent Engineering · 03-deep-learning-core Deep Learning
Components 27
AI Curriculum
- Setup And Math
phases/00-setup-and-tooling - ML Foundations
phases/02-ml-fundamentals - Deep Learning
phases/03-deep-learning-core - Computer Vision
phases/04-computer-vision - NLP And Speech
phases/05-nlp-foundations-to-advanced - Transformers And GenAI
phases/07-transformers-deep-dive - LLM Foundations
phases/10-llms-from-scratch
LLM And Agents
- LLM Engineering
phases/11-llm-engineering - Prompting
phases/11-llm-engineering/01-prompt-engineering/code/prompt_engineering.py - Advanced RAG
phases/11-llm-engineering/07-advanced-rag/code/main.py - Tools And Protocols
phases/13-tools-and-protocols - Skill Evaluation
phases/13-tools-and-protocols/27-skill-evals-packaging-and-portability/code/main.py - Agent Engineering
phases/14-agent-engineering - Agent Workbench
phases/14-agent-engineering/42-agent-workbench-capstone/code/main.py - Autonomous Systems
phases/15-autonomous-systems - Multi-Agent Systems
phases/16-multi-agent-and-swarms/03-communication-protocols/code/main.ts - Production Systems
phases/17-infrastructure-and-production - Safety And Alignment
phases/18-ethics-safety-alignment - Capstone Projects
phases/19-capstone-projects - Coding Agent Demo
phases/19-capstone-projects/29-end-to-end-coding-task-demo/code/main.py - Evaluation Pipeline
phases/19-capstone-projects/41-eval-pipeline/code/main.py
Learning Site
- Interactive Site
site/app.js - Lesson API
api/lesson.js - Markdown API
api/markdown.js
Certifications
- Claude Certification
certifications/claude/lessons - MCPA Certification
certifications/mcpa/lessons
Other components
- Learner
Connections 28
- Learner → Interactive Site: browses courses
README.md - Learner → Setup And Math: chooses a path
README.md - Learner → Claude Certification: studies certification
README.md - Learner → MCPA Certification: studies certification
README.md - Interactive Site → Lesson API: requests lessons
- Interactive Site → Markdown API: requests Markdown
- Setup And Math → ML Foundations: builds foundations
README.md - ML Foundations → Deep Learning: builds foundations
README.md - Deep Learning → Computer Vision: branches into
README.md - Deep Learning → NLP And Speech: branches into
README.md - NLP And Speech → Transformers And GenAI: leads to
README.md - Transformers And GenAI → LLM Foundations: leads to
README.md - LLM Foundations → LLM Engineering: leads to
README.md - LLM Engineering → Tools And Protocols: leads to
README.md - Tools And Protocols → Agent Engineering: leads to
README.md - Agent Engineering → Autonomous Systems: leads to
README.md - Autonomous Systems → Multi-Agent Systems: leads to
README.md - Agent Engineering → Production Systems: branches into
README.md - Autonomous Systems → Safety And Alignment: branches into
README.md - Multi-Agent Systems → Capstone Projects: leads to
README.md - Production Systems → Capstone Projects: leads to
README.md - Safety And Alignment → Capstone Projects: leads to
README.md - LLM Engineering → Prompting: includes example
README.md - LLM Engineering → Advanced RAG: includes example
README.md - Tools And Protocols → Skill Evaluation: includes example
README.md - Agent Engineering → Agent Workbench: includes capstone
README.md - Capstone Projects → Coding Agent Demo: includes project
README.md - Capstone Projects → Evaluation Pipeline: includes project
README.md