AI-CS Learning Guide

How to Use This Guide

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AI-CS Learning Guide

Foreword
How to Use This Guide
A learning plan for reference only
Tools and Methods
Tools and Methods
- Scoop
- GFW
- Git
- Docker
- LaTeX
- GNU Make
- VS Code
- WSL
- Vim
- Oh My Zsh
- Stack Overflow
- Obsidian
- Python Project Management
- Workflow
- Toolbox
Math Foundation
Math Foundation
Programming Languages
Programming Languages
Data Structures and Algorithms
Data Structures and Algorithms
Computer Architecture
Computer Architecture
Operating Systems
Operating Systems
- 概述
- OSTEP
- xv6
- MIT 6.S081
- Berkeley CS162
Computer Networks
Computer Networks
Database Systems
Database Systems
- 概述
- CMU 15-445
- Berkeley CS186
- DDIA
Compiler Theory
Compiler Theory
Software Engineering
Software Engineering
Distributed Systems
Distributed Systems
Computer Graphics
Computer Graphics
Machine Learning
Machine Learning
- 概述
- 吴恩达 ML
- 李宏毅 ML
- 西瓜书
- PRML
Deep Learning
Deep Learning
Reinforcement Learning
Reinforcement Learning
Prompt Engineering Guide
Prompt Engineering Guide
Foundation Models
Foundation Models
RAG & Knowledge Base
RAG & Knowledge Base
- RAG系统构建实战
- 向量数据库实战
AI Agents & Workflow
AI Agents & Workflow
- Agent开发实战
- MCP协议与工具集成
AI Engineering & Deployment
AI Engineering & Deployment
- LLM应用开发工程化
- LLM评估与可观测性
AI Safety & Alignment
AI Safety & Alignment
- AI Safety & Alignment
AI Coding
AI Coding

How to Use This Guide

2026-06-13

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