tojkuv/computational-engineering-catalog

Open-course learning path for computer science.

Computational Theory, Networks Engineering, System Interfaces Engineering

University of Cambridge Catalog. Stanford Bachelors Catalog. Stanford Masters Catalog. MIT OpenCourseWare.

Foundation

Probabilities

• CS109 - Introduction to Probability for Computer Scientists. Prereq: CS103.

Linear Algebra

• EE263 - Linear Dynamical Systems.

Computation Theory

• CS103 - Mathematical Foundations of Computing.

Programing Abstractions

• CS107 - Programming Abstractions.

Operating Systems

• CS110 - Principles of Computer Systems. Prereq: CS107.

Data Structures

• CS161 - Design and Analysis of Algorithms. Prereq: CS103.
• CS166 - Data Structures. Prereq: CS107, CS161.

Cryptography

• CS255 - Introduction to Cryptography Prereq: CS110.

Breadth

Research Guidelines

• CS197 - Computer Science Research.

Hardware Architecture

• 6.004 - Computational Structures.
• 6.823 - Computer Systems Architecture. Prereq: 6.004.

Computer Graphics

• CS348K - Visual Computing Systems. Prereq: 6.823.

Parallel Computing

• CS149 - Parallel Computing.

Networking Infrastructure

• CS144 - Introduction to Computer Networking.

Error Correction Algorithms

• CS250 - Algebraic Error Correcting Codes.

Randomization Algorithms and Probabilistic Analysis

• CS265 - Randomized Algorithms and Probabilistic Analysis.

Information Retrieval and Web Search

• CS276 - Information Retrieval and Web Search.

Networking Security

• CS155 - Computer and Network Security.

Web Applications

• CS142 - Web Applications.

Software Design Patterns

• CS190 - Software Design.

Databases Principles

• CS145 - Data Management and Data Systems.
• CS246 - Mining Massive Data Sets. Prereq: CS145.

Computational Healthcare

• CS372 - Computration and Healthcare.

Computer Vision Algorithms

• CS131 - Computer Vision: Foundations and Applications.

Reinforcement Learning Algorithms

• CS234 - Reinforcement Learning.

Convex Optimization Algorithms

• CS221 - Artificial Intelligence: Principles and Techniques.

Generative Modeling Algorithms

• CS236 - Deep Generative Modeling.

Integrals, Ordianry Differential Equations, and Partial Differential Equations

• 18.01 - Single Variable Calculus.
• 18.02 - Multivariable Calculus. Prereq: 18.01.
• 18.03 - Differential Equations. Prereq: 18.02

Classical Physics and Classical Electromagnetism

• 8.01 - Classical Mechanics. Prereq: 18.01
• 8.02 - Electricity and Magnetism. Prereq: 8.01

Depth

Programming Language Design

• TODO: Compilation target specification (WASM)
• CS143 - Compilers.
• CS242 - Programming Languages.
• CS243 - Program Analysis and Optimizations.

Cryptography

• CS355 - Topics in Cryptography.

Operating Systems

• TODO: operating system design specification (WASI)
• CS111 - Operating Systems Principles.
• CS112, CS212, CS140 - Operating Systems Prereq: CS111.
• CS240 - Advance Topics in Operating Systems.

TCP/IP Networking

• CS249I - The Modern Internet.
• CS244 - Advanced Topics in Networking.

Computer and Network Security

• CS253 - Web Security.
• CS256 - Topics in Computer and Network Security.

Distributed Ledger Networking

• CS 251: Blockchain Technologies.
• Saito Distributed Ledger.

Theoretical Computer Science

• CS 257: Introduction to Automated Reasoning.
• CME307 Optimization.
• CS357 - Advanced Topics in Formal Methods.
• EE364A - Convex Optimization I.

Resources

Books

• TODO: enumate and create sections sections like above

Wikipedia

• Computer Science.
  • Computing timelines.
    • Timeline of general computing 2020–present.
  • Programming Paradigms.

Additional Resources

• Libgen.
• How to Read a Paper.
• Bytecode Alliance.
• The Rust Programming Language.
• Cloud Native Computing Foundation.
  • Cloud Native Landscape.
• Mozilla Development Network.
• ECMAScript Language Specification.
• CS571 - Surgical Robotics Seminar.