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Computer Science - Extra Resources
Free Courses
- Introduction to Computer Science
- Math (Mathematical Thinking)
- Program Design
- Math (Discrete Math)
- Algorithms
- Programming Paradigms
- Software Testing
- Math (Calculus)
- Software Architecture
- Theory
- Software Engineering
- Math (Probability)
- Computer Architecture
- Operating Systems
- Computer Networks
- Databases
- Cloud Computing
- Math (Linear Algebra)
- Cryptography
- Security
- Compilers
- Parallel Computing
- UX Design
- Computer Graphics
- Artificial Intelligence
- Machine Learning
- Natural Language Processing
- Big Data
- Data Mining
- Internet of Things
Introduction to Computer Science
Courses | Duration | Effort |
---|---|---|
Introduction to Computer Science and Programming Using Python | 9 weeks | 15 hours/week |
From Nand to Tetris (Part 1) | 6 weeks | 5-10 hours/week |
Introduction to Computer Science (Udacity) | 7 weeks | 10-20 hours/week |
An Introduction to Interactive Programming in Python (Part 1) | 5 weeks | - |
An Introduction to Interactive Programming in Python (Part 2) | - | - |
Introduction to Computational Thinking and Data Science | 10 weeks | 15 hours/week |
Introduction to Programming with Java Part 1: Starting to Code with Java | 5 weeks | 5-7 hours/week |
Introduction to Programming with Java Part 2: Writing Good Code | 5 weeks | 5-7 hours/week |
CS For All: Introduction to Computer Science and Python Programming | 14 weeks | 5-7 hours/week |
Programming Basics | 9 weeks | 8 hours/week |
Introduction to Logic | 8 weeks | 4-10 hours/week |
Introduction to Programming with MATLAB | - | - |
Math (Mathematical Thinking)
Courses | Duration | Effort |
---|---|---|
Introduction to Mathematical Thinking | 10 weeks | 8-10 hours/week |
Program Design
Math (Discrete Math)
Algorithms
Courses | Duration | Effort |
---|---|---|
Analysis of Algorithms (Skiena) | 15 weeks | 6-8 hours/week |
Analysis of Algorithms (Sedgewick) | 6 weeks | 6-8 hours/week |
Programming Challenges (Skiena) | 14 weeks | 6-8 hours/week |
Mathematical Logic and Algorithms Theory | 7 weeks | 3-4 hours/week |
Algorithmic Toolbox | 5 weeks | 4-8 hours/week |
Algorithms on Graphs and Trees | - | - |
Algorithms on Strings | - | - |
Advanced Algorithms and Complexity | - | - |
Algorithmic Thinking (Part 1) | - | - |
Algorithmic Thinking (Part 2) | - | - |
Statistical Mechanics: Algorithms and Computations | - | - |
Approximation Algorithms Part I | - | - |
Approximation Algorithms Part II | - | - |
Algorithms: Design and Analysis, Part 1 | 6 weeks | 5-7 hours/week |
Algorithms: Design and Analysis, Part 2 | 6 weeks | 6-10 hours/week |
Programming Paradigms
Courses | Duration | Effort |
---|---|---|
Principles of Reactive Programming | 7 weeks | 5-7 hours/week |
Object-Oriented Programming | 4 weeks | 8 hours/week |
Introduction to Functional Programming | 7 weeks | 4-6 hours/week |
Software Testing
Math (Calculus)
Courses | Duration | Effort |
---|---|---|
Pre-Calculus | 10 weeks | 10-12 hours/week |
Multivariable Calculus | 6 weeks | 5-7 hours/week |
Software Architecture
Courses | Duration | Effort |
---|---|---|
Web Application Architectures | 6 weeks | 6-9 hours/week |
Theory
Software Engineering
Courses | Duration | Effort |
---|---|---|
Agile Development Using Ruby on Rails - Basics | 9 weeks | 12 hours/week |
Agile Development Using Ruby on Rails - Advanced | 8 weeks | 12 hours/week |
Startup Engineering | 12 weeks | 2-20 hours/week |
Math (Probability)
Courses | Duration | Effort |
---|---|---|
Introduction to Probability and Data | - | - |
Computer Architecture
Courses | Duration | Effort |
---|---|---|
Certified Information Systems Auditor | - | 8.5 hours |
The Hardware/Software Interface | 8 weeks | 10-15 hours/week |
Operating Systems
Courses | Duration | Effort |
---|---|---|
Operating System Engineering | - | - |
Introduction to Linux | 8 weeks | 5-8 hours/week |
CompTIA Linux+ | - | 5.25 hours |
Introduction to Operating Systems | 8 weeks | 5-8 hours/week |
Advanced Operating Systems | 5 weeks | 5-8 hours/week |
Computer Networks
Courses | Duration | Effort |
---|---|---|
Introduction to Computer Networking | - | 5-10 hours/week |
CompTIA Network+ | - | 32 hours |
Cisco CCNA | - | 15.5 hours |
Networking for Web Developers | - | 12 hours |
Computer Networking | 12 weeks | 5-8 hours/week |
Databases
Courses | Duration | Effort |
---|---|---|
Using Databases with Python | 5 weeks | 2-3 hours/week |
Cloud Computing
Courses | Duration | Effort |
---|---|---|
CompTIA Cloud+ | - | 2.5 hours |
Cloud Computing Concepts | 5 weeks | 4-8 hours/week |
Cloud Computing Concepts: Part 2 | 5 weeks | 4-8 hours/week |
Cloud Computing Applications | 5 weeks | 10-15 hours/week |
Math (Linear Algebra)
Courses | Duration | Effort |
---|---|---|
Linear Algebra - Foundations to Frontiers (LAFF) | 15 weeks | 8 hours/week |
Cryptography
Courses | Duration | Effort |
---|---|---|
Applied Cryptography | 8 weeks | 6 hours/week |
Cryptography | 7 weeks | 4-7 hours/week |
Cryptography | - | 2.9 hours |
Security
Courses | Duration | Effort |
---|---|---|
Usable Security | 7 weeks | 5-8 hours/week |
Software Security | 6 weeks | 3-5 hours/week |
Cybersecurity and Its Ten Domains | 7 weeks | 4-7 hours/week |
Designing and Executing Information Security Strategies | 10 weeks | 4-6 hours/week |
CompTIA Security+ | - | 9.5 hours |
Cyberwar, Surveillance and Security | 6 weeks | 2-3 hours/week |
Computer and Hacking Forensics | - | 7.1 hours |
Secure Coding | - | 9.5 hours |
Compilers
Parallel Computing
UX Design
Computer Graphics
Artificial Intelligence
Courses | Duration | Effort |
---|---|---|
Discrete Optimization | 9 weeks | 10-20 hours/week |
Intro to Artificial Intelligence | 16 weeks | 6-10 hours/week |
Machine Learning
Courses | Duration | Effort |
---|---|---|
Intro to Machine Learning | 10 weeks | 6-10 hours/week |
Machine Learning for Data Science and Analytics | 5 weeks | 7-10 hours/week |
Natural Language Processing
Big Data
Courses | Duration | Effort |
---|---|---|
Big Data for Smart Cities | 4 weeks | 3-5 hours/week |
Processing Big Data with Azure HDInsight | 5 weeks | 3-4 hours/week |
Big Data Science with the BD2K-LINCS Data Coordination and Integration Center | 7 weeks | 4-5 hours/week |
Data Mining
Courses | Duration | Effort |
---|---|---|
Mining Massive Datasets | 7 weeks | 8-10 hours/week |
Text Retrieval and Search Engines | - | - |
Text Mining and Analytics | - | - |
Cluster Analysis in Data Mining | - | - |
Internet of Things
Courses | Duration | Effort |
---|---|---|
Introduction to the Internet of Things and Embedded Systems | 4 weeks | 1-3 hours/week |
Internet of Things: How did we get here? | 2 weeks | 2-3 hours/week |
Internet of Things: Setting Up Your DragonBoard™ Development Platform | 10 weeks | 2-3 hours/week |
Internet of Things: Sensing and Actuation From Devices | 6 weeks | 3-5 hours/week |
Internet of Things: Communication Technologies | 4 weeks | 1 hours/week |
Internet of Things: MultimediaTechnologies | 3 weeks | 1-2 hours/week |