所以你想自学CS

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长久以来,我作为这个学校里最普通的一员,一直在思考这样一个问题:究竟是什么,让中国绝大部分本科院校的计算机本科培养体系已经濒临崩溃。四川大学,作为一所典型的中/末流985院校,计算机科学的本科培养的质量,很遗憾,和他的几十个,上百个兄弟姐妹院校一样摇摇欲坠。- 四川大学计软网学生自救手册

所以你想自学CS

入门

前沿计算实践, Provided by PKU, Lectured by Baoquan Chen

计算机系统基础 课程实验 2022, Provided by NJU

ICS PA Guide, Provided by NJU

计算机系统基础习题课, Provided by NJU, Lectured by Huiyan Wang

ICS: Introduction to Computer Systems, Provided by SJTU IPADS

问题求解, Provided by NJU

Academic Writing

Academic Writing, Provided by HIT, Lectured by Qing Liao

Maths

微积分

微积分之倚天宝剑

计算方法, Provided by LAMDA@NJU

离散数学

Computational Discrete Math (CDM), Provided by SJTU IPADS

Discrete Mathematics, Provided by SJTU, Lectured by Yu Yu

discrete-math-lectures, Provided by NJU

离散数学, Provided by NJU, Lectured by Yuan Yao

信息论

信息论与编码技术, Provided by Fuyou Miao

Signals & Systems, Provided by JHC@SJTU

形式化方法

形式化方法导引, Provided by USTC, Lectured by Wenchao Huang

形式语言与计算复杂性, Provided by USTC, Lectured by Wenchao Huang

Combinatorics

Combinatorics, Provided by JHC@SJTU

概率论和数理统计

概率论和数理统计, Provided by NJU, Lectured by Yuan Yao

Network

Basic

计算机网络, Provided by USTC, Lectured by Quan Zhen

计算机网络, Provided by AIOPS@NKU, Lectured by Shengling Zhang

Computer Networks, Provided by NJU, Lectured by Wenzhong Li

计算机网络, Provided by USTC, Lectured by Fanping Zeng

计算机网络, Provided by USTC, Lectured by Fuyou Miao

CS3611 Computer Network, Provided by SJTU, Lectured by Haiming Jin

Router Lab, Provided by THU CS Lab

TCP Lab, Provided by THU CS Lab

Advanced

Advanced Computer Networks, Provided by PKU, Lectured by Wenfei Wu

计算机网络, 信息网络协议基础, Provided by USTC, Lectured by Hancheng Lu

Graphics

什么是计算机图形学?

Basic

GAMES: Graphics And Mixed Environment Symposium

GAMES101: 现代计算机图形学入门, Provided by GAMES, Lectured by Lingqi Yan

GAMES102: 几何建模与处理基础, Provided by GAMES, Lectured by Ligang Liu

GAMES103: 基于物理的计算机动画入门, Provided by GAMES, Lectured by Huamin Wang

Advanced

计算机图形学前沿进展, Provided by GCL@USTC

数字图像处理, Provided by GCL@USTC

Computer Generated Imagery & Visual Effects, Provided by VCL@PKU

Security

CS 315 Computer Security, Provided by SUSTech, Lectured by Fengwei Zhang

Fundamentals of Cryptography, Provided by THU, Lectured by Yu Yu

现代密码学理论与实践, Provided by USTC, Lectured by Fuyou Miao

现代密码学理论与实践, Provided by USTC, Lectured by Wenchao Huang

Software Security, Provided by SECLAB@NJU

Network Security, Provided by NJU, Lectured by Haipeng Dai

Languages

SICP

Structure and Interpretation of Computer Programs, 2022 Fall, Provided by NJU Programming LAnguages
and StatiC AnaLysis Group
, Lectured by Xinyu Feng & Yue Li

程序设计思想与基础(C++), Provided by SJTU, Lectured by Dongxiao Chen

Programing Language, Provided by JHC@SJTU

计算概论 A, Provided by PKU, Lectured by Hao Dong

Python

Dive into Python3

C/C++

Learn Cpp

C程序设计基础, Provided by NJU, Lectured by Huiyan Wang

高级语言编程实训, Provided by AIOPS@NKU, Lectured by Shengling Zhang

Rust

程序设计训练(Rust), Provided by THU CS Lab

Java

Head First Java by O’Reilly

Software

Basic

Introduction to Software Engineering Research, Provided by NJU, Lectured by Chang Xu

软件理论基础与实践, Provided by PKU, Lectured by Yingfei Xiong

Software Engineering, Provided by HIT, Lectured by Qing Liao

函数式程序设计, Provided by PKU, Lectured by Zhenjiang Hu

Software Engineering, Provided by ECNU, Lectured by Ting Su

Advanced

软件分析技术, Provided by PKU, Lectured by Yingfei Xiong

编程语言的设计原理, Provided by PKU, Lectured by Yingfei Xiong; or 2022 Fall lectured by Zhenjiang Hu

软件测试与维护, Provided by AIOPS@NKU, Lectured by Shengling Zhang

程序设计语言的形式语义, Provided by NJU, Lectured by Hongjin Liang

Static Program Analysis, Provided by PASCAL@NJU

TAI-E Static Program Analysis Labs, Provided by PASCAL@NJU

CSCI3160 Design and Analysis of Algorithms, Provided by CUHK, Lectured by Yufei Tao

OS

Basic

操作系统:设计与实现, Provided by NJU SPAR, Lectured by Yanyan Jiang

Operating Systems: Three Easy Pieces, Provided (mainly) by WISC

OS: Operating Systems, Provided by SJTU IPADS

Operating System, Provided by USTC, Lectured by Wenchao Huang

Computer Systems Engineering (CSE), Provided by SJTU IPADS

USTC OSH, Provided by USTC, Lectured by Kai Xing

PKU OS, Provided by PKU, Lectured by Xin Jin

Advanced

Computer Systems Principle (CSP), Provided by SJTU IPADS

Computer System Design & Implementation (CSDI), Provided by SJTU IPADS

Arch

数字信号处理, Provided by LAMDA@NJU

依据基本原理构建现代计算机:从与非门到俄罗斯方块 / Nand2Tetris, Provided by Coursera

技术文章摘抄

计算机组成原理 实验信息概览, Provided by THU CS Lab

计算机组成原理, Provided by USTC, Lecutured by Chao Wang

Computer Architecture, Provided by USTC, Lectured by Yanyong Zhang

计算机体系结构, Provided by USTC, Lectured by Xuehai Zhou

CS211: Computer Architecture, Provided by TOAST@Shanghai Tech

“一生一芯”课程, Provided by UCAS

CSAPP

CSAPP重点解读

HPC

并发算法与理论(Concurrency: Algorithms and Theories), Provided by NJU, Lectured by Hongjin Liang

Distributed and Parallel computing (分布式与并行计算), Provided by NJU, Lectured by Lei Xie

并行程序设计, Provided by USTC, Lectured by Qilong, Zheng

Distrubted System, Provided by IPADS@SJTU

Advanced Distrubted System, Provided by IPADS@SJTU

高性能计算导论实验文档, Provided by THU CS Lab

CS225: Advanced Distributed Systems, Provided by ShanghaiTech, Lectured by Jingzhu He

Databases

TiDB/TiKV Talent Plan, Provided by PingCAP

SE305 Database System Technology, Provided by SJTU, Lectured by Kenny Q. Zhu

数据库系统概论, Provided by USTC, Lectured by Zhenya Huang

数据库系统原理, Provided by Database Lab@XMU, Lectured by Ziyu Lin

数据库系统概论实验, (some kind) provided by THU

编译原理

Compilers 2022, Provided by SJTU IPADS

编译原理与技术, Provided by USTC, Lectured by Qilong, Zheng

编译原理, Provided by NJU, Lectured by Tian Tan

编译原理, Provided by NJU, Lectured by Chang Xu

编译原理, Provided by NJU, Lectured by Tian Tan

编译原理, Provided by TANGENT@PKU

北大编译实践在线文档, Provided by PKU

IOT

Introduction to IOT, Provided by NJU, Lectured by Lei Xie

Data Science

Introduction to Data Science, Provided by USTC, Lectured by Zhenya Huang & En-hong Chen

知识工程, Provided by NJU, Lectured by Wei Hu

Web

CS7330 Introduction to Web Search and Mining , Provided by SJTU, Lectured by Kenny Q. Zhu

CMSC5724 Data Mining and Knowledge Discovery, Provided by CUHK, Lectured by Yufei Tao

Big Data Mining, Provided by SJTU, Lecturd by Weinan Zhang

Cloud Computing Techniques (云计算技术), Provided by HNU, Lectured by Guo Chen

算法

Algorithm Design and Analysis, Provided by AIOPS@NKU, Lectured by Shengling Zhang

Introduction to Theoretical Computer Science, Provided by JHC@SJTU

Theory of Computation, Provided by BASICS@SJTU

Advanced

algorithms and computational complexity, Provided by SJTU, Lectured by Yu Yu

Probabilistic Method and Randomized Algorithms, Provided by HKU, Lectured by Hubert Chan

Big Data Algorithms and Data Structures, Provided by ITCS@SUFE, Lectured by Hu Fu

高级算法 & 量子计算, Provided by TCS@NJU

Combinatorics in Computer Science, Provided by JHC@SJTU

Advanced Algorithms, Provided by JHC@SJTU

CV

正本清源: 初探计算机视觉的三个源头、兼谈人工智能

模式识别+计算机视觉, Provided by NJU, Lectured by Jianxin Wu

ML

机器学习 by Zhihua Zhou

机器学习公式详解

pattern recognition and machine learning by Christopher M Bishop

Machine Learning, Provided by SJTU, Lectured by Weinan Zhang

Introduction to Machine Line, Provided by JHC@SJTU

AI

什么是深度学习?

人工智能导论, Provided by DISC@FDU

神经网络与深度学习, By Xipeng Qiu @ FDU

人工智能导论, Provided by LAMDA@NJU

Artificial Intelligence, Provided by JHC@SJTU

强化学习, Provided by LAMDA@NJU

时间序列分析, Provided by LAMDA@NJU

Linear and Convex Optimization, Provided by JHC@SJTU

NLP

自然语言处理导论 by Meishan Zhang

自然语言处理导论, By Qi Zhang & Tao Gui & Xuanjing Huang

文本数据管理与分析, Provided by FDU, Lectured by Xipeng Qiu

Introduction to Natural Language Processing, Provided by FDU, Lectured by Zhongyu Wei

自然语言理解, Provided by CAS

PKU-TANGENT nlp-tutorial, Provided by TANGENT@PKU

Natural Language Processing and Intelligent Search, Provided by BUAA, Lectured by Zengchang Qin

HCI

COMP4461 HCI (Spring 2022), Provided by HKUST, Lectured by Xiaojuan Ma

Mobile

Mobile & Wireless Networking, Provided by IIOT@SJTU

Quantum

http://penghuiyao.info/

Misc

Biomedical Informatics, Provided by LabW@ZJU

Under Construction

https://soar.group/teaching.html

https://www.cs.sjtu.edu.cn/~wang-xb/wireless_new/schoolList.html

http://chihaozhang.com/

http://basics.sjtu.edu.cn/~chen/teaching/

https://basics.sjtu.edu.cn/~yuxin/

https://basics.sjtu.edu.cn/~liguoqiang/teaching/

https://zsdonghao.github.io/

https://openmlsys.github.io/index.html

https://nsec.sjtu.edu.cn/index.php/teaching/

https://acm.sjtu.edu.cn/wiki/%E8%AF%BE%E7%A8%8B%E4%B8%AD%E5%BF%83

References

优秀的自学指南/培养方案

CS自学指南

Teach Yourself Computer Science

计算机科学课程体系规范 2013

计算课程体系规范 2020

替你总结一份MIT计算机课程

Awesome Courses

FreeComputerBooks.com

名校公开课程评价网

指导性文件

四川大学计软网学生自救手册

上海交通大学学生生存手册

0xFFFF CS Wiki

各校课程资源

清华大学计算机系课程攻略

北京大学课程资料民间整理

中国科学技术大学课程资源

浙江大学课程攻略共享计划

上海交通大学课程分享

东南大学课程共享计划

中山大学考试资料分享

入门指南

【计算机入门专题】Step 1 心态篇 - 0xFFFF Wiki