目录

• 前言
• 如何使用这本书
• 一个仅供参考的CS学习规划
• 必学工具:
  • [翻墙
  • Vim
  • Git
  • GitHub
  • GNU Make
  • CMake
  • LaTeX
  • Docker
  • Scoop
  • 日常学习工作流
  • 实用工具箱
  • 毕业论文
• 好书推荐
• 数学基础:
  • MIT18.01/18.02: Calculus
  • MIT18.06: Linear Algebra
  • MIT6.050J: Information theory and Entropy
• 数学进阶:
  • UCB CS70: discrete Math and probability theory
  • UCB CS126: probability theory
  • MIT 6.042J: Mathematics for Computer Science
  • MIT18.330: Introduction to numerical analysis
  • Standford EE364A: Convex Optimization
  • The Information Theory, Patter Recognition, and Neural Networks
• 编程入门:
  • MIT-Missing-Semester
  • Harvard CS50: This is CS50x
  • UCB CS61A: Structure and Interpretation of Computer Programs
  • Duke University: Introductory C Programming Specialization
  • Stanford CS106B/X
  • Stanford CS106L: Standard C++ Programming
  • Stanford CS110L: Safety in Systems Programming
  • AmirKabir University of Technology AP1400-2: Advanced Programming
• 电子基础:
  • EE16A&B: Designing Information Devices and Systems I&II
  • UCB EE120 : Signal and Systems
  • MIT 6.007 Signals and Systems
• 数据结构与算法:
  • UCB CS61B: Data Structures and Algorithms
  • Coursera: Algorithms I & II
  • UCB CS170: Efficient Algorithms and Intractable Problems
• 软件工程:
  • MIT 6.031: Software Construction
  • UCB CS169: software engineering
• 体系结构:
  • Coursera: Nand2Tetris
  • Digital Design and Computer Architecture
  • UCB CS61C: Great Ideas in Computer Architecture
  • CMU 15-213: CSAPP
• 操作系统:
  • MIT 6.S081: Operating System Engineering
  • UCB CS162: Operating System
  • NJU OS: Operating System Design and Implementation
• 并行与分布式系统:
  • CMU 15-418/Stanford CS149: Parallel Computing
  • MIT 6.824: Distributed System
• 计算机系统安全:
  • UCB CS161: Computer Security
  • MIT 6.858: Computer System Security
• 计算机网络:
  • USTC Computer Networking:A Top-Down Approach
  • Computer Networking: A Top-Down Approach
  • Stanford CS144: Computer Network
• 数据库系统:
  • UCB CS186: Introduction to Database System
  • CMU 15-445: Database Systems
  • Caltech CS122: Database System Implementation
  • Stanford CS346: Database System Implementation
• 编译原理:
  • Stanford CS143: Compilers
• 计算机图形学:
  • GAMES101
  • GAMES202
  • GAMES103
  • Stanford CS148
• Web开发:
  • MIT web development course
  • Stanford CS142: Web Applications
  • University of Helsinki: Full Stack open 2022
• 数据科学:
  • UCB Data100: Principles and Techniques of Data Science
• 人工智能:
  • Harvard CS50’s Introduction to AI with Python
  • UCB CS188: Introduction to Artificial Intelligence
  • 智能计算系统
• 机器学习:
  • Coursera: Machine Learning
  • Stanford CS229: Machine Learning
  • UCB CS189: Introduction to Machine Learning
• 机器学习系统:
  • Machine Learning Compilation
  • CMU 10-414/714: Deep Learning Systems
• 深度学习:
  • Coursera: Deep Learning
  • 国立台湾大学：李宏毅机器学习
  • Stanford CS231n: CNN for Visual Recognition
  • Stanford CS224n: Natural Language Processing
  • Stanford CS224w: Machine Learning with Graphs
  • UCB CS285: Deep Reinforcement Learning
• 机器学习进阶:
  • 进阶路线图
  • CMU 10-708: Probabilistic Graphical Models
  • Columbia STAT 8201: Deep Generative Models
  • U Toronto STA 4273 Winter 2021: Minimizing Expectations
  • Stanford STATS214 / CS229M: Machine Learning Theory
• 后记

请友善发布评论!