site_name: CS自学指南 theme: name: material repo_url: https://github.com/pkuflyingpig/cs-self-learning/ nav: - 前言: 'index.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' - Makefile: '必学工具/Makefile.md' - CMake: '必学工具/CMake.md' - Latex: '必学工具/Latex.md' - Docker: '必学工具/Docker.md' - 实用工具箱: '必学工具/tools.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' - 'Stanford CS106L: Standard C++ Programming': '编程入门/CS106L.md' - 'Stanford CS110L: Safety in Systems Programming': '编程入门/CS110L.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' - 'Stanford CS106B/X': '数据结构与算法/CS106B_CS106X.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' - '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' - 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' - 计算机网络: - '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' - 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' - Web开发: - 'MIT web development course': 'Web开发/mitweb.md' - 'Stanford CS142: Web Applications': 'Web开发/CS142.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' - '智能计算系统': '人工智能/CYJ.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' - 深度学习: - 'Coursera: Deep Learning': '深度学习/CS230.md' - '台湾国立大学: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'