| Java Software Development |
|---|
| The Java EE Documentation |
| Web Dev Simplified has really good explanations for the different concepts behind software development: Video 1 Video 2 Video 3 |
| JavaServer Pages: Beginner's Tutorial Tutorial 2 |
| JavaScript and jQuery tutorials: TutorialsPoint 1 TutorialsPoint 2 javatpoint |
| SQL and Relational Databases: hackerrank TutorialsPoint 1 TutorialsPoint 2 TutorialsPoint 3 |
| Spring Framework, Spring Tool Suite IDE, and Spring MVC: Spring framework annotations CodeJava beginner's tutorial CodeJava 1 CodeJava 2 Journal Dev |
| Introduction to APIs: Video Introduction to web APIs |
| Python Programming Basics |
|---|
| Python Institute has some great free courses for learning the fundamentals of Python and how to use its packages: Python Institute home |
| freeCodeCamp.org has great resources for beginners: FreeCodeCamp |
| Algorithms & Data Structures |
|---|
| Eric Demaine gives really good lectures on algorithms and data structure design that overlap a lot with CPSC 221 and CPSC 320: Video Playlist |
| Big O Notation and Time Complexity: Video |
| Machine Learning |
|---|
| Data Analysis with Python - Full Course for Beginners (Numpy, Pandas, Matplotlib, Seaborn): Video |
| 3Blue1Brown has some fantastic explanations that really help you understand concepts: Deep learning Neural networks and deep learning |
| freeCodeCamp.ord machine learning resources: FreeCodeCamp: What do you need to know about machine learning? FreeCodeCamp: 9 most important machine learning algorithms today FreeCodeCamp: How to build and train K-nearest neighbours and K-means clustering ML models in Python |
| Game Development |
|---|
| A comprehensive list of resources for game developers |
| A quick list of game dev tools for beginners |
| Unity has a lot of beginner friendly courses: Learn Unity |
| Rust Programming Basics |
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| An elegant language of the future that eliminates data races from the root: Rust Doc |