我的计算机旅程——基于MIT Roadmap
分类摘自：Fall 2024 Course 6: Electrical Engineering and Computer Science (mit.edu)
Programming & Software Engineering
6.100 A Introduction to Computer Science Programming in Python
学习 Python及其在人工智能中的应用
VM 296:2 6.100 B Introduction to Computational Thinking and Data Science
VM 296:2 6.100 L Introduction to Computer Science and Programming
VM 296:2 6.1010 Fundamentals of Programming
VM 296:2 6.1020 Software Construction
VM 296:2 6.1040 Software Design
VM 296:2 6.1060 Software Performance Engineering
VM 296:2 6.5060 Algorithm Engineering
VM 296:2 6.5080 Multicore Programming
VM 296:2 6.5081 Multicore Programming
Programming Languages
可以自己设计语言并且写编译器
VM 296:2 6.1100 Computer Language Engineering
VM 296:2 6.1120 Dynamic Computer Language Engineering
VM 296:2 6.5110 Foundations of Program Analysis
VM 296:2 6.5120 Formal Reasoning About Programs
VM 296:2 6.5150 Large-scale Symbolic Systems
VM 296:2 6.5151 Large-scale Symbolic Systems
VM 296:2 6.5160[J] Classical Mechanics: A Computational Approach
Theoretical Computer Science
可以研究计算机理论，推广出新的算法
VM 296:2 6.1200[J] Mathematics for Computer Science
VM 296:2 6.120 A Discrete Mathematics and Proof for Computer Science
VM 296:2 6.1210 Introduction to Algorithms
VM 296:2 6.1220[J] Design and Analysis of Algorithms
VM 296:2 6.1400[J] Computability and Complexity Theory
VM 296:2 6.1420 Fixed Parameter and Fine-grained Computation
VM 296:2 6.5210[J] Advanced Algorithms
VM 296:2 6.5220[J] Randomized Algorithms
VM 296:2 6.5230 Advanced Data Structures
VM 296:2 6.5240 Sublinear Time Algorithms
VM 296:2 6.5250[J] Distributed Algorithms
VM 296:2 6.5310 Geometric Folding Algorithms: Linkages, Origami, Polyhedra
VM 296:2 6.5320 Geometric Computing
VM 296:2 6.5340 Topics in Algorithmic Game Theory
VM 296:2 6.5350 Matrix Multiplication and Graph Algorithms
VM 296:2 6.5400[J] Theory of Computation
VM 296:2 6.5410[J] Advanced Complexity Theory
VM 296:2 6.5420 Randomness and Computation
VM 296:2 6.5430 Quantum Complexity Theory
Security & Cryptography
可以进行安全系统研究，深入研究安全相关算法，也可以当黑客
VM 296:2 6.1600 Foundations of Computer Security
VM 296:2 6.5610 Applied Cryptography and Security
VM 296:2 6.5620[J] Foundations of Cryptography
VM 296:2 6.5630 Advanced Topics in Cryptography
VM 296:2 6.5660 Computer Systems Security
Computer Systems
可以构建多个大型系统，也可以造轮子，从头造计算机
VM 296:2 6.1800 Computer Systems Engineering
VM 296:2 6.1810 Operating System Engineering
VM 296:2 6.1820[J] Mobile and Sensor Computing
VM 296:2 6.1850 Computer Systems and Society
VM 296:2 6.5810 Operating System Engineering
VM 296:2 6.5820 Computer Networks
VM 296:2 6.5830 Database Systems
VM 296:2 6.5831 Database Systems
VM 296:2 6.5840 Distributed Computer Systems Engineering
VM 296:2 6.5850 Principles of Computer Systems
Computer Architecture
可以制造芯片
VM 296:2 6.1903 Introduction to Low-level Programming in C and Assembly
VM 296:2 6.1904 Introduction to Low-level Programming in C and Assembly
VM 296:2 6.1910 Computation Structures
VM 296:2 6.1920 Constructive Computer Architecture
VM 296:2 6.5900 Computer System Architecture
VM 296:2 6.5910 Complex Digital Systems Design
VM 296:2 6.5920 Parallel Computing
VM 296:2 6.5930 Hardware Architecture for Deep Learning
VM 296:2 6.5931 Hardware Architecture for Deep Learning
VM 296:2 6.5940 TinyML and Efficient Deep Learning Computing
VM 296:2 6.5950 Secure Hardware Design
VM 296:2 6.5951 Secure Hardware Design
Circuits & Applications
可以实现很多电路，还有很多电子电路元器件，自己撸一个收音机
6.2000 Electrical Circuits: Modeling and Design of Physical Systems
VM 339:2 6.2020[J] Electronics Project Laboratory
VM 339:2 6.2030 Electronics First Laboratory
VM 339:2 6.2040 Analog Electronics Laboratory
VM 339:2 6.2050 Digital Systems Laboratory
VM 339:2 6.2060 Microcomputer Project Laboratory
VM 339:2 6.2061 Microcomputer Project Laboratory - Independent Inquiry
VM 339:2 6.2080 Semiconductor Electronic Circuits
VM 339:2 6.2090 Solid-State Circuits
VM 339:2 6.2092 Solid-State Circuits
VM 339:2 6.6000 CMOS Analog and Mixed-Signal Circuit Design
VM 339:2 6.6010 Analysis and Design of Digital Integrated Circuits
VM 339:2 6.6020 High-Frequency Integrated Circuits
Signal Processing
可以对音乐进行信号处理，还有其他的视频等等的信号处理，去噪，变清晰等等
6.3000 Signal Processing
VM 362:2 6.3010 Signals, Systems and Inference
VM 362:2 6.3020[J] Fundamentals of Music Processing
VM 362:2 6.7000 Discrete-Time Signal Processing
VM 362:2 6.7010 Digital Image Processing
VM 362:2 6.7020 Array Processing
Control
机器人自动化控制学习，还有其他的控制相关
VM 362:2 6.3100 Dynamical System Modeling and Control Design
VM 362:2 6.3102 Dynamical System Modeling and Control Design
VM 362:2 6.7100[J] Dynamic Systems and Control
VM 362:2 6.7110 Multivariable Control Systems
VM 362:2 6.7120 Principles of Modeling, Computing and Control for Decarbonized Electric Energy Systems
VM 362:2 6.7121 Principles of Modeling, Computing and Control for Decarbonized Electric Energy Systems
Optimization & Engineering Mathematics
可以对机器人做路径优化，对 AI 做优化等等
VM 362:2 6.3260[J] Networks
VM 362:2 6.7210[J] Introduction to Mathematical Programming
VM 362:2 6.7220[J] Nonlinear Optimization
VM 362:2 6.7230[J] Algebraic Techniques and Semidefinite Optimization
VM 362:2 6.7240 Game Theory with Engineering Applications
VM 362:2 6.7250 Optimization for Machine Learning
VM 362:2 6.7260 Network Science and Models
VM 362:2 6.7300[J] Introduction to Modeling and Simulation
VM 362:2 6.7310[J] Introduction to Numerical Methods
VM 362:2 6.7320[J] Parallel Computing and Scientific Machine Learning
VM 362:2 6.7330[J] Numerical Methods for Partial Differential Equations
VM 362:2 6.7340[J] Fast Methods for Partial Differential and Integral Equations
Communications
可以撸通信相关设备
VM 362:2 6.3400 Introduction to EECS via Communication Networks
VM 362:2 6.7410 Principles of Digital Communication
VM 362:2 6.7411 Principles of Digital Communication
VM 362:2 6.7420 Heterogeneous Networks: Architecture, Transport, Proctocols, and Management
VM 362:2 6.7430 Optical Networks
VM 362:2 6.7440 Principles of Wireless Communication
VM 362:2 6.7450[J] Data-Communication Networks
VM 362:2 6.7460 Essential Coding Theory
VM 362:2 6.7470 Information Theory
VM 362:2 6.7480 Information Theory: From Coding to Learning
(New)
Probability & Statistics
可以对数据的规律进行调研，研究天气数据，天气预报等等，还有地理环境预报
VM 362:2 6.3700 Introduction to Probability
VM 362:2 6.3702 Introduction to Probability
VM 362:2 6.3720 Introduction to Statistical Data Analysis
VM 362:2 6.3722 Introduction to Statistical Data Analysis
VM 362:2 6.3730[J] Statistics, Computation and Applications
VM 362:2 6.3732[J] Statistics, Computation and Applications
VM 362:2 6.7700[J] Fundamentals of Probability
VM 362:2 6.7710 Discrete Stochastic Processes
VM 362:2 6.7720[J] Discrete Probability and Stochastic Processes
Inference
可以实现自动推理引擎，问答引擎
VM 362:2 6.3800 Introduction to Inference
VM 362:2 6.7800 Inference and Information
VM 362:2 6.7810 Algorithms for Inference
VM 362:2 6.7820[J] Graphical Models: A Geometric, Algebraic, and Combinatorial Perspective
VM 362:2 6.7830 Bayesian Modeling and Inference
Machine Learning
可以做基础的数据分析和预测
VM 362:2 6.3900 Introduction to Machine Learning
VM 362:2 6.3950 AI, Decision Making, and Society
VM 362:2 6.3952 AI, Decision Making, and Society
VM 362:2 6.7900 Machine Learning
VM 362:2 6.7910[J] Statistical Learning Theory and Applications
VM 362:2 6.7920[J] Reinforcement Learning: Foundations and Methods
VM 362:2 6.7930[J] Machine Learning for Healthcare
VM 362:2 6.7940 Dynamic Programming and Reinforcement Learning
VM 362:2 6.7950 Advanced Topics in Control
VM 362:2 6.7960 Deep Learning
(New)
Artificial Intelligence
可以做一些基础的人工智能应用
6.4100 Artificial Intelligence
VM27:2 6.4102 Artificial Intelligence
VM27:2 6.4110 Representation, Inference, and Reasoning in AI
VM27:2 6.4120[J] Computational Cognitive Science
VM27:2 6.4130[J] Principles of Autonomy and Decision Making
VM27:2 6.4132[J] Principles of Autonomy and Decision Making
VM27:2 6.4150[J] Artificial Intelligence for Business
VM27:2 6.8110[J] Cognitive Robotics
Robotics
可以实现一个小的机器人
VM27:2 6.4200[J] Robotics: Science and Systems
VM27:2 6.4210 Robotic Manipulation
VM27:2 6.4212 Robotic Manipulation
VM27:2 6.8200 Sensorimotor Learning
VM27:2 6.8210 Underactuated Robotics
Human-Computer Interaction & Society
可以实现机器人和人之间的交互
VM27:2 6.4510 Engineering Interactive Technologies
VM27:2 6.4530[J] Principles and Practice of Assistive Technology
VM27:2 6.4550[J] Interactive Music Systems
VM27:2 6.4570[J] Creating Video Games
VM27:2 6.4590[J] Foundations of Information Policy
VM27:2 6.8510 Intelligent Multimodal User Interfaces
VM27:2 6.8530 Interactive Data Visualization
Computational Biology
可以分析靶细胞和病毒的关系，研究阿尔兹海默症
VM27:2 6.4710[J] Evolutionary Biology: Concepts, Models and Computation
VM27:2 6.8700[J] Advanced Computational Biology: Genomes, Networks, Evolution
VM27:2 6.8701 Computational Biology: Genomes, Networks, Evolution
VM27:2 6.8710[J] Computational Systems Biology: Deep Learning in the Life Sciences
VM27:2 6.8711[J] Computational Systems Biology: Deep Learning in the Life Sciences
VM27:2 6.8720[J] Principles of Synthetic Biology
VM27:2 6.8721[J] Principles of Synthetic Biology
Biomedical & Health
VM27:2 6.4800[J] Biomedical Systems: Modeling and Inference
VM27:2 6.4810[J] Cellular Neurophysiology and Computing
VM27:2 6.4812[J] Cellular Neurophysiology and Computing
VM27:2 6.4820[J] Quantitative and Clinical Physiology
VM27:2 6.4822[J] Quantitative Physiology: Organ Transport Systems
VM27:2 6.4830[J] Fields, Forces and Flows in Biological Systems
VM27:2 6.4832[J] Fields, Forces, and Flows in Biological Systems
VM27:2 6.4840[J] Molecular, Cellular, and Tissue Biomechanics
VM27:2 6.4842[J] Molecular, Cellular, and Tissue Biomechanics
VM27:2 6.4860[J] Medical Device Design
VM27:2 6.4861[J] Medical Device Design
VM27:2 6.4880[J] Biological Circuit Engineering Laboratory
VM27:2 6.4900 Introduction to EECS via Medical Technology
VM27:2 6.8800[J] Biomedical Signal and Image Processing
VM27:2 6.8801[J] Biomedical Signal and Image Processing
VM27:2 6.8810[J] Data Acquisition and Image Reconstruction in MRI
VM27:2 6.8830[J] Signal Processing by the Auditory System: Perception
VM27:2 6.8850[J] Clinical Data Learning, Visualization, and Deployments
(New)
Vision
计算机视觉，可以把监控里的黑夜变成白天
VM27:2 6.8300 Advances in Computer Vision
VM27:2 6.8301 Advances in Computer Vision
VM27:2 6.8320 Advanced Topics in Computer Vision
VM27:2 6.8370 Advanced Computational Photography
VM27:2 6.8371 Digital and Computational Photography
Natural Language Processing & Speech
实现语言的理解，和情感的表达
VM27:2 6.8610 Quantitative Methods for Natural Language Processing
VM27:2 6.8611 Quantitative Methods for Natural Language Processing
VM27:2 6.8620[J] Spoken Language Processing
VM27:2 6.8630[J] Natural Language and the Computer Representation of Knowledge
Graphics
实现各个计算机图像绘制，游戏开发及设计
VM27:2 6.4400 Computer Graphics
VM27:2 6.4420[J] Computational Design and Fabrication
VM27:2 6.8410 Shape Analysis
VM27:2 6.8420 Computational Design and Fabrication
%% ## Energy
VM 339:2 6.2200 Electric Energy Systems
VM 339:2 6.2210 Electromagnetic Fields, Forces and Motion
VM 339:2 6.2220 Power Electronics Laboratory
VM 339:2 6.2221 Power Electronics Laboratory - Independent Inquiry
VM 339:2 6.2222 Power Electronics Laboratory
VM 339:2 6.6210 Electromagnetic Fields, Forces and Motion
VM 339:2 6.6220 Power Electronics
VM 339:2 6.6280 Electric Machines
VM 339:2 6.2300 Electromagnetics Waves and Applications %%
%% ## Electromagnetics, Photonics, and Quantum
VM 339:2 6.2370 Modern Optics Project Laboratory
VM 339:2 6.2400 Introduction to Quantum Systems Engineering
VM 339:2 6.2410 Quantum Engineering Platforms
VM 339:2 6.6300 Electromagnetics
VM 339:2 6.6310 Optics and Photonics
VM 339:2 6.6330 Fundamentals of Photonics
VM 339:2 6.6331 Fundamentals of Photonics
VM 339:2 6.6340[J] Nonlinear Optics
VM 339:2 6.6370 Optical Imaging Devices, and Systems
VM 339:2 6.6400 Applied Quantum and Statistical Physics
VM 339:2 6.6410[J] Quantum Computation
VM 339:2 6.6420[J] Quantum Information Science %%
%% ## Nanoelectronics & Nanotechnology
VM 339:2 6.2500 Nanoelectronics and Computing Systems
VM 339:2 6.2530 Introduction to Nanoelectronics
VM 339:2 6.2532 Nanoelectronics
VM 339:2 6.2540 Nanotechnology: From Atoms to Systems
VM 339:2 6.2600[J] Micro/Nano Processing Technology
VM 339:2 6.6500[J] Integrated Microelectronic Devices
VM 339:2 6.6510 Physics for Solid-State Applications
VM 339:2 6.6520 Semiconductor Optoelectronics: Theory and Design
VM 339:2 6.6530 Physics of Solids
VM 339:2 6.6600[J] Nanostructure Fabrication
VM 339:2 6.6630[J] Control of Manufacturing Processes %%