site_name: CS自学指南

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CS自学指南

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前言: Foreword

如何使用这本书: How To Use The Book

一个仅供参考的CS学习规划: Guideline

必学工具: Productivity Toolkit

好书推荐: Book Recommendation

数学基础: Fundamental Mathematics

数学进阶: Advanced Mathematics

编程入门: Fundamental Programming

电子基础: Fundamental Electronics

数据结构与算法: Data Structures and Algorithms

软件工程: Software Engineering

体系结构: Computer Architecture

操作系统: Operating Systems

并行与分布式系统: Distributed Systems

计算机系统安全: Computer Security

计算机网络: Computer Networking

数据库系统: Database Systems

编译原理: Compilers

计算机图形学: Computer Graphics

Web开发: Web Development

数据科学: Data Science

人工智能: Artificial Intelligence

机器学习: Machine Learning

机器学习系统: Machine Learning Systems

深度学习: Deep Learning

机器学习进阶: Advanced Machine Learning

后记: Postscript

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nav:

- 前言: "index.md"

- 如何使用这本书: "使用指南.md"

- 一个仅供参考的CS学习规划: "CS学习规划.md"

- 必学工具:

- 翻墙: "必学工具/翻墙.md"

- Vim: "必学工具/Vim.md"

- Git: "必学工具/Git.md"

- GitHub: "必学工具/GitHub.md"

- "GNU Make": "必学工具/GNU_Make.md"

- CMake: "必学工具/CMake.md"

- LaTeX: "必学工具/LaTeX.md"

- Docker: "必学工具/Docker.md"

- Scoop: "必学工具/Scoop.md"

- 日常学习工作流: "必学工具/workflow.md"

- 实用工具箱: "必学工具/tools.md"

- 毕业论文: "必学工具/thesis.md"

- 信息检索: "必学工具/信息检索.md"

- 好书推荐: "好书推荐.md"

- 数学基础:

- "MIT18.01/18.02: Calculus": "数学基础/MITmaths.md"

- "MIT18.06: Linear Algebra": "数学基础/MITLA.md"

- "MIT6.050J: Information theory and Entropy": "数学基础/information.md"

- 数学进阶:

- "UCB CS70: discrete Math and probability theory": "数学进阶/CS70.md"

- "UCB CS126: probability theory": "数学进阶/CS126.md"

- "MIT 6.042J: Mathematics for Computer Science": "数学进阶/6.042J.md"

- "MIT18.330: Introduction to numerical analysis": "数学进阶/numerical.md"

- "Standford EE364A: Convex Optimization": "数学进阶/convex.md"

- "The Information Theory, Patter Recognition, and Neural Networks": "数学进阶/The_Information_Theory_Pattern_Recognition_and_Neural_Networks.md"

- 编程入门:

- "MIT-Missing-Semester": "编程入门/MIT-Missing-Semester.md"

- "Harvard CS50: This is CS50x": "编程入门/CS50.md"

- "UCB CS61A: Structure and Interpretation of Computer Programs": "编程入门/CS61A.md"

- "Duke University: Introductory C Programming Specialization": "编程入门/Duke-Coursera-Intro-C.md"

- "Stanford CS106B/X": "编程入门/CS106B_CS106X.md"

- "Stanford CS106L: Standard C++ Programming": "编程入门/CS106L.md"

- "Stanford CS110L: Safety in Systems Programming": "编程入门/CS110L.md"

- "AmirKabir University of Technology AP1400-2: Advanced Programming": "编程入门/AUT1400.md"

- "Haskell MOOC": "编程入门/Haskell-MOOC.md"

- 电子基础:

- "EE16A&B: Designing Information Devices and Systems I&II": "电子基础/EE16.md"

- "UCB EE120 : Signal and Systems": "电子基础/signal.md"

- "MIT 6.007 Signals and Systems": "电子基础/Signals_and_Systems_AVO.md"

- 数据结构与算法:

- "UCB CS61B: Data Structures and Algorithms": "数据结构与算法/CS61B.md"

- "Coursera: Algorithms I & II": "数据结构与算法/Algo.md"

- "UCB CS170: Efficient Algorithms and Intractable Problems": "数据结构与算法/CS170.md"

- 软件工程:

- "MIT 6.031: Software Construction": "软件工程/6031.md"

- "UCB CS169: software engineering": "软件工程/CS169.md"

- 体系结构:

- "Coursera: Nand2Tetris": "体系结构/N2T.md"

- "Digital Design and Computer Architecture": "体系结构/DDCA.md"

- "UCB CS61C: Great Ideas in Computer Architecture": "体系结构/CS61C.md"

- "CMU 15-213: CSAPP": "体系结构/CSAPP.md"

- 操作系统:

- "MIT 6.S081: Operating System Engineering": "操作系统/MIT6.S081.md"

- "UCB CS162: Operating System": "操作系统/CS162.md"

- "NJU OS: Operating System Design and Implementation": "操作系统/NJUOS.md"

- 并行与分布式系统:

- "CMU 15-418/Stanford CS149: Parallel Computing": "并行与分布式系统/CS149.md"

- "MIT 6.824: Distributed System": "并行与分布式系统/MIT6.824.md"

- 计算机系统安全:

- "UCB CS161: Computer Security": "系统安全/CS161.md"

- "MIT 6.858: Computer System Security": "系统安全/MIT6.858.md"

- "ASU CSE365: Introduction to Cybersecurity": "系统安全/CSE365.md"

- "ASU CSE466: Computer Systems Security": "系统安全/CSE466.md"

- 计算机网络:

- "USTC Computer Networking:A Top-Down Approach": "计算机网络/topdown_ustc.md"

- "Computer Networking: A Top-Down Approach": "计算机网络/topdown.md"

- "Stanford CS144: Computer Network": "计算机网络/CS144.md"

- 数据库系统:

- "UCB CS186: Introduction to Database System": "数据库系统/CS186.md"

- "CMU 15-445: Database Systems": "数据库系统/15445.md"

- "Caltech CS122: Database System Implementation": "数据库系统/CS122.md"

- "Stanford CS346: Database System Implementation": "数据库系统/CS346.md"

- 编译原理:

- "Stanford CS143: Compilers": "编译原理/CS143.md"

- 计算机图形学:

- "GAMES101": "计算机图形学/GAMES101.md"

- "GAMES202": "计算机图形学/GAMES202.md"

- "GAMES103": "计算机图形学/GAMES103.md"

- "Stanford CS148": "计算机图形学/CS148.md"

- "CMU 15-462": "计算机图形学/15462.md"

- Web开发:

- "MIT web development course": "Web开发/mitweb.md"

- "Stanford CS142: Web Applications": "Web开发/CS142.md"

- "University of Helsinki: Full Stack open 2022": "Web开发/fullstackopen.md"

- 数据科学:

- "UCB Data100: Principles and Techniques of Data Science": "数据科学/Data100.md"

- 人工智能:

- "Harvard CS50's Introduction to AI with Python": "人工智能/CS50.md"

- "UCB CS188: Introduction to Artificial Intelligence": "人工智能/CS188.md"

- 机器学习:

- "Coursera: Machine Learning": "机器学习/ML.md"

- "Stanford CS229: Machine Learning": "机器学习/CS229.md"

- "UCB CS189: Introduction to Machine Learning": "机器学习/CS189.md"

- 机器学习系统:

- "智能计算系统": "机器学习系统/AICS.md"

- "CMU 10-414/714: Deep Learning Systems": "机器学习系统/CMU10-414.md"

- "Machine Learning Compilation": "机器学习系统/MLC.md"

- 深度学习:

- "Coursera: Deep Learning": "深度学习/CS230.md"

- "国立台湾大学：李宏毅机器学习": "深度学习/LHY.md"

- "Stanford CS231n: CNN for Visual Recognition": "深度学习/CS231.md"

- "Stanford CS224n: Natural Language Processing": "深度学习/CS224n.md"

- "Stanford CS224w: Machine Learning with Graphs": "深度学习/CS224w.md"

- "UCB CS285: Deep Reinforcement Learning": "深度学习/CS285.md"

- 机器学习进阶:

- "进阶路线图": "机器学习进阶/roadmap.md"

- "CMU 10-708: Probabilistic Graphical Models": "机器学习进阶/CMU10-708.md"

- "Columbia STAT 8201: Deep Generative Models": "机器学习进阶/STAT8201.md"

- "U Toronto STA 4273 Winter 2021: Minimizing Expectations": "机器学习进阶/STA4273.md"

- "Stanford STATS214 / CS229M: Machine Learning Theory": "机器学习进阶/CS229M.md"

- 后记: "后记.md"