🟣编程 Programming

• David Malan's Harvard CS50 Intro to the Intellectual Enterprises of CS and the Art of Programming📺⭐

• MIT 6.0001+2 Intro to Computational Thinking and Data Science📺

• Coursera Computer Science 1+2📺⭐

• John DeNero's Berkeley CS61A Structure and Interpretation of Computer Programs📺⭐

• UMich EECS280 Programming and Intro Data Structures📺

• MIT 6.S083 Introduction To Computational Thinking📺

• MIT 6.005 Software Construction

• MIT The Missing Semester of Your CS Education📺

• Harvard CS51 Abstraction and Design in Computation

• Stanford CS106B Programming Abstractions

• Stanford CS107 Programming Paradigms📺

• Stanford CS106L Standard C++ Programming

🔴算法与数据结构 Algorithm & Data Structure

• Josh Hug's Berkeley CS61B Data Structures📺⭐

• Princeton COS226 Algorithms and Data Structures

• Coursera Algorithms1+2📺⭐

• MIT 6.006 Introduction to Algorithms📺⭐

• Stanford CS161 Design and Analysis of Algorithms

• Berkeley CS170 Efficient Algorithms and Intractable Problems📺

• UIUC CS374 Algorithms and Models of Computation📺

• MIT 6.046J Design and Analysis of Algorithms📺

• MIT 6.851 Advanced Data Structures📺

• MIT 6.890 Algorithmic Lower Bounds📺

• Berkeley CS270 Combinatorial Algorithms and Data Structures

• Stanford CS265 Randomized Algorithms and Probabilistic Analysis

• SBU CSE373 Analysis of Algorithms📺

• UIUC CS473 Algorithms📺

🔵计算机组成与系统编程 Computer Organization & System Programming

• Onur Mutlu's ETH Zurich Digital Design and Computer Architecture📺⭐

• Eddie Kohler's Harvard CS61 Systems Programming and Machine Organization

• Berkeley CS61C Machine Structures📺⭐

• CMU 15-213 Intro to Computer Systems📺⭐

• 南京大学 计算机系统基础📺

• 华中科技大学 计算机硬件系统设计📺

• MIT 6.033 Computer System Engineering

• Onur Mutlu's ETH Zurich Computer Architecture📺

• Berkeley CS152 Computer Architecture and Engineering📺

• Berkeley CS164 Programming Languages and Compilers

• MIT 6.826 Principles of Computer Systems📺

• Cornell CS6120 Advanced Compilers📺

🟤操作系统与网络 Operating System & Network

• Harvard CS161 Operating Systems

• MIT 6.828 Operating System Engineering📺

• JHU CS318 Principles of Operating Systems

• Berkeley CS162 Operating Systems and Systems Programming📺⭐

• JYY 南京大学 操作系统📺

• 湖科大教书匠 计算机网络📺

• Standford CS144 Introduction to Computer Networking

⚫分布式系统与并行计算 Distributed System & Parallel Computing

• MIT 6.824 Distributed Systems📺⭐

• Stanford CS149 Parallel Computing

• CMU 15-418 Parallel Computer Architecture and Programming📺

• Berkeley CS267 Applications of Parallel Computers📺

• MIT 6.172 Performance Engineering of Software Systems📺

🟡数据库系统 Database System

• Andy Pavlo's CMU 15-445 Database Systems📺⭐

• Berkeley CS186 Introduction to Database Systems📺

• Andy Pavlo's CMU 15-721 Advanced Database Systems📺⭐

🟢计算机安全 Computer Security

• Berkeley CS161 Computer Security

• Stanford CS155 Computer and Network Security

• Stanford CS251 Cryptocurrencies and Blockchain Technologies

• Stanford CS255 Introduction to Cryptography

• MIT 6.858 Computer System Security📺⭐

• PWN.COLLEGE Computer Systems Security📺⭐

⚪数学 Math

• 浙江大学 微积分📺

• UIUC CS173 Discrete Structures📺

• MIT 6.042J Mathematics for Computer Science📺⭐

• Berkeley CS70 Discrete Mathematics and Probability Theory

• Berkeley EE126 Probability and Random Processes

• Berkeley EE127 Optimization Models in Engineering📺

• MIT 6.041 Probabilistic Systems Analysis and Applied Probability📺

• MIT 18.06 Linear Algebra📺⭐

• MIT 18.065 Matrix Methods in Data Analysis Signal Processing Machine Learning📺

• MIT 18.404J Theory of Computation📺

• CMU 15-251 Great Ideas in Theoretical Computer Science📺

🤖人工智能 Artificial Intelligence

• Berkeley CS188 Introduction to Artificial Intelligence📺⭐

• Berkeley CS189 Introduction to Machine Learning📺

• Berkeley CS182 Deep Neural Networks📺

• Berkeley CS285 Deep Reinforcement Learning📺

• NYU DS-GA1008 Deep Learning📺

• 李宏毅 國立臺灣大學 機器學習📺⭐

• 國立臺灣大學 機器學習基石上+下📺

• 國立臺灣大學 機器學習技法📺

• MIT 6.S191 Introduction to Deep Learning📺

• Stanford CS234 Reinforcement Learning📺

• Stanford CS330 Deep Multi-Task and Meta Learning📺

• Stanford CS224N Natural Language Processing with Deep Learning📺

• Stanford CS224U Natural Language Understanding📺

• Stanford CS224W Machine Learning with Graphs📺

• Stanford CS231n Deep Learning for Computer Vision📺

• Stanford CS324 Large Language Models

• UPenn ESE5140 Graph Neural Networks📺

• CMU 10-708 Probabilistic Graphical Models📺

• Berkeley Data100 Principles and Techniques of Data Science📺

🕹计算机图形学 Computer Graphics

• Stanford CS148 Introduction to Computer Graphics and Imaging

• Berkeley CS184 Computer Graphics and Imaging

• CMU 15-462 Computer Graphics📺⭐

• UPenn CIS565 GPU Programming and Architecture📺

🟠电气工程 Electrical Engineering

• Berkeley EECS16A Designing Information Devices and Systems I📺

• Berkeley EECS16B Designing Information Devices and Systems II

• Berkeley EE105 Microelectronic Devices and Circuits📺

• Berkeley EE120 Signals and Systems

• Berkeley EECS151 Introduction to Digital Design and Integrated Circuits📺

• MIT 6.003 Signals and Systems📺