free-courses-en.md

### Index

* [Algorithms & Data Structures](#algorithms--data-structures)
* [Android](#android)
* [Angular](#angular)
* [Assembly](#assembly)
* [Bash / Shell](#bash--shell)
* [Bootstrap](#bootstrap)
* [C](#c)
* [C#](#c-sharp)
* [C++](#c-1)
* [Clojure](#clojure)
* [Compilers](#compilers)
* [CUDA](#cuda)
* [Dart](#dart)
* [Data Science](#data-science)
* [Databases](#databases)
* [Deep Learning](#deep-learning)
* [Docker](#docker)
* [Game Development](#game-development)
* [Git](#git)
* [Go](#go)
* [Haskell](#haskell)
* [HTML / CSS](#html--css)
* [iOS](#ios)
* [Java](#java)
* [JavaScript](#javascript)
  * [Angular.js](#angularjs)
  * [jQuery](#jquery)
  * [Next.js](#nextjs)
  * [NodeJS](#nodejs)
  * [React](#react)
  * [React Native](#react-native)
  * [Redux](#redux)
  * [Sails.js](#sailsjs)
  * [Vue.js](#vuejs)
* [Kubernetes](#kubernetes)
* [Linux](#linux)
* [Lua](#lua)
* [Machine Learning](#machine-learning)
* [Markdown](#markdown)
* [Matlab](#matlab)
* [Mercurial](#mercurial)
* [Misc](#misc)
* [.NET](#net)
* [OCaml](#ocaml)
* [Perl](#perl)
* [PHP](#php)
* [Python](#python)
  * [Django](#django)
  * [Flask](#flask)
* [QB64](#QB64)
* [R](#r)
* [Ruby](#ruby)
* [Scala](#scala)
* [Security](#security)
* [Software Engineering](#software-engineering)
* [SQL](#sql)
* [Swift](#swift)
  * [Vapor](#vapor)
* [Theory](#theory)
* [TypeScript](#typescript)
* [Verilog / VHDL / SystemVerilog](#verilog--vhdl--systemverilog)
* [Web Development](#web-development)


### Algorithms & Data Structures

* [Algorithms](https://www.youtube.com/playlist?list=PLDN4rrl48XKpZkf03iYFl-O29szjTrs_O) - Abdul Bari
* [Berkeley University CS 61B: Data Structures](http://datastructur.es/sp16/)
* [Data Structures](https://www.youtube.com/playlist?list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P) - mycodeschool
* [Data Structures Easy to Advanced Course - Full Tutorial from a Google Engineer](https://www.youtube.com/watch?v=RBSGKlAvoiM) - William Fiset - (freeCodeCamp)
* [IIT Bombay Foundation of Data Structures (CS213.1x)](https://courses.edx.org/courses/course-v1:IITBombayX+CS213.1x+1T2017/course/)
* [MIT's Design and Analysis of Algorithms (Spring 2012)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2012) - Dana Moshkovitz, Bruce Tidor
* [MIT's Design and Analysis of Algorithms (Spring 2015)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2015) - Erik Demaine, Srini Devadas, Nancy Lynch
* [MIT's Introduction to Algorithms (SMA 5503) (Fall 2005)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005) - Charles Leiserson, Erik Demaine
* [Princeton University Algorithms, Part 1](https://www.coursera.org/learn/algorithms-part1)
* [Princeton University Algorithms, Part 2](https://www.coursera.org/learn/algorithms-part2)
* [Stanford University Algorithms: Design and Analysis, Part 1](http://online.stanford.edu/course/algorithms-design-and-analysis-part-1)
* [Stanford University Algorithms: Design and Analysis, Part 2](http://online.stanford.edu/course/algorithms-design-and-analysis-part-2)
* [This is CS50x](https://cs50.harvard.edu/x/2020/) - David J. Malan (Harvard OpenCourseWare)


### Android

* [Android Developer Fundamentals (Version 2) — Codelab](https://developer.android.com/courses/fundamentals-training/toc-v2)
* [Android Developer Fundamentals (Version 2) — Concepts](https://google-developer-training.github.io/android-developer-fundamentals-course-concepts-v2/index.html)
* [CS50 2019 - Android Track](https://www.youtube.com/playlist?list=PLhQjrBD2T381qULidYDKP55-4u1piASC1) - David J. Malan (Harvard OpenCourseWare)
* [Developing Android Apps with Kotlin](https://www.udacity.com/course/developing-android-apps-with-kotlin--ud9012) (Udacity)
* [Learn how to program: Android](https://www.learnhowtoprogram.com/android) - Epicodus Inc.
* [Material design](https://material.io/guidelines/)
* [Programming Cloud Services for Android Handheld Systems](https://www.coursera.org/course/mobilecloudprogram)
* [Programming Mobile Applications for Android Handheld Systems pt. 1](https://www.coursera.org/course/android)
* [Programming Mobile Applications for Android Handheld Systems pt. 2](https://www.coursera.org/course/androidpart2)
* [Programming Mobile Services for Android Handheld Systems: Communication](https://www.coursera.org/course/posacommunication)
* [Programming Mobile Services for Android Handheld Systems: Concurrency](https://www.coursera.org/course/posaconcurrency)
* [Udacity Android Basics: Data Storage](https://www.udacity.com/course/android-basics-data-storage--ud845)
* [Udacity Android Basics: Multiscreen Apps](https://www.udacity.com/course/android-basics-multiscreen-apps--ud839)
* [Udacity Android Basics: Networking](https://www.udacity.com/course/android-basics-networking--ud843)
* [Udacity Android Basics: User Input](https://www.udacity.com/course/android-basics-user-input--ud836)
* [Udacity Android Basics: User Interface](https://www.udacity.com/course/android-basics-user-interface--ud834)


### Angular

* [Angular 6 Tutorials](https://www.youtube.com/playlist?list=PLYxzS__5yYQlqCmHqDyW3yo5V79C7eaTe) - codedamn (YouTube)
* [Angular Fast Crash Course](https://www.udemy.com/angular-fast-crash-course/) - Edwin Diaz, Coding Faculty Solutions (Udemy)
* [Angular for Beginners](https://www.udemy.com/course/angular-for-beginners-course/) - Angular University (Udemy)
* [Angular Tutorial For Beginners](https://www.youtube.com/playlist?list=PLC3y8-rFHvwhBRAgFinJR8KHIrCdTkZcZ) - Codevolution (YouTube)


### Assembly

* [Introduction To Reverse Engineering Software](http://opensecuritytraining.info/IntroductionToReverseEngineering.html)
* [Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration](http://opensecuritytraining.info/IntroX86.html)


### Bash / Shell

* [Bento Shell Track](https://bento.io/topic/shell) (Bento)
* [Shell Scripting Tutorial](https://www.youtube.com/playlist?list=PL7B7FA4E693D8E790)


### Bootstrap

* [Bootstrap 4 Quick Start: Code Modern Responsive Websites](https://www.udemy.com/share/101qsw/) - Brad Hussey (Udemy)
* [Rapid website design with Bootstrap](https://www.udemy.com/course/responsive-website-design) - Laurence Svekis (Udemy)


### C

* [C Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoGzOXqtKeM71OLpvZbuU0P)
* [C Programming Tutorial for Beginners](https://www.youtube.com/watch?v=KJgsSFOSQv0) - Mike Dane - (freeCodeCamp)
* [Introduction to Computer Science](https://www.edx.org/course/cs50s-introduction-to-computer-science)
* [The Arduino Platform and C Programming](https://www.coursera.org/learn/arduino-platform)


### C Sharp

* [C# 101](https://channel9.msdn.com/Series/CSharp-101) - Scott Hanselman, Kendra Havens Microsoft.
* [C# Tutorial - Full Course for Beginners](https://www.youtube.com/watch?v=GhQdlIFylQ8) - Mike Dane - (freeCodeCamp)
* [Learn how to program: C#](https://www.learnhowtoprogram.com/c) - Epicodus Inc.


### C++

* [C++ Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoVZWSN-ze3VVtIfZfXwAGM)
* [C++ Tutorial for Beginners - Full Course](https://www.youtube.com/watch?v=vLnPwxZdW4Y) - Mike Dane - (freeCodeCamp)
* [Google's C++ Course](https://developers.google.com/edu/c++/)
* [Introduction to C++](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-096-introduction-to-c-january-iap-2011/) (MIT's opencourseware)
* [LearnCpp.com C++ Tutorial](http://www.learncpp.com)
* Microsoft edX Courses:
    * [Advanced C++](https://www.edx.org/course/advanced-c-plus-plus-1)
    * [Intermediate C++](https://www.edx.org/course/intermediate-c-plus-plus-1)
    * [Introduction to C++](https://www.edx.org/course/introduction-c-plus-plus-1)


### Clojure

* [Functional Programming with Clojure](http://mooc.fi/courses/2014/clojure/)


### Compilers

* [Stanford's Compilers](https://www.edx.org/course/compilers)


### Cuda

* [Intro to Parallel Programming Using CUDA to Harness the Power of GPUs](https://www.udacity.com/course/intro-to-parallel-programming--cs344) (Udacity)


### Dart

* [Dart Course for Beginners](https://www.udemy.com/course/dartlang) (Udemy)
* [Dart Programming Tutorial - Full Course](https://www.youtube.com/watch?v=Ej_Pcr4uC2Q) - FreeCodeCamp
* [Dart Programming Tutorial | Learn the Dart for Flutter](https://www.udemy.com/course/dart-programming-tutorial-learn-the-dart-for-flutter) (Udemy)


### Data Science

* [Advanced Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/advanceddataminingwithweka/)
* [Data Cleaning by Rachael Tatman at Kaggle](https://www.kaggle.com/learn/data-cleaning)
* [Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/)
* [Data Visualization by Alexis Cook at Kaggle](https://www.kaggle.com/learn/data-visualization)
* [Introduction to Python for Data Science](https://www.edx.org/course/introduction-python-data-science-microsoft-dat208x-3)
* [More Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/moredataminingwithweka/)
* [The Analytics Edge](https://www.edx.org/course/analytics-edge-mitx-15-071x-3)


### Databases

* [Database Systems](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-830-database-systems-fall-2010/) (MIT's opencourseware)
* [DML Server Administration](https://alison.com/course/databases-dml-statements-and-sql-server-administration-revised) - (Alison)
* [Introduction to Databases](https://lagunita.stanford.edu/courses/Engineering/db/2014_1/about) (Stanford University)
* [Learn SQL Basic for Data Science Specialisation](https://www.coursera.org/specializations/learn-sql-basics-data-science#about) (Coursera)


### Deep Learning

* [Convolutional Neural Networks for Visual Recognition](http://cs231n.github.io)
* [Deep Learning for Natural Language Processing](http://cs224d.stanford.edu)
* [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning) (coursera)
* [Deep Reinforcement Learning](http://rail.eecs.berkeley.edu/deeprlcourse/) - Sergey Levine
* [Intro to Deep Learning](https://www.kaggle.com/learn/intro-to-deep-learning) - Ryan Holbrook
* [MIT 6.S094: Deep Learning for Self-Driving Cars](https://selfdrivingcars.mit.edu)
* [Practical Deep Learning For Coders taught](http://www.fast.ai) - Jeremy Howard
* [Practical Deep Learning for Coders, v3 (using fastai library)](https://course.fast.ai)
* [Self-Paced Courses for Deep Learning](https://developer.nvidia.com/deep-learning-courses)
* [Unsupervised Feature Learning and Deep Learning](http://deeplearning.stanford.edu/tutorial)
* [What is Deep Learning](https://www.udacity.com/course/deep-learning--ud730) (Udacity)


### Docker

* [Docker](https://www.youtube.com/playlist?list=PLhW3qG5bs-L99pQsZ74f-LC-tOEsBp2rK) - Raghav Pal 
* [Docker Tutorial](https://www.tutorialspoint.com/docker/index.htm) - TutorialsPoint
* [Docker Tutorial for Beginners](https://www.youtube.com/watch?v=fqMOX6JJhGo) - FreeCodeCamp
* [IIEC RISE 1.0 Docker](https://www.youtube.com/playlist?list=PLAi9X1uG6jZ30QGz7FZ55A27jPeY8EwkE)
* [Learn Docker, Container Runtimes, Builders and Registries](https://www.katacoda.com/courses/container-runtimes) - Katacoda


### Game Development

* [CS50 2019 - Games Track](https://www.youtube.com/playlist?list=PLhQjrBD2T382mHvZB-hSYWvoLzYQzT_Pb) - David J. Malan (Harvard OpenCourseWare)
* [Unity Beginner Fundamentals](https://learn.unity.com/course/unity-beginner-fundamentals)(Unity Learn)


### Git

* [Bento Git Learning Track](https://bento.io/topic/git) (Bento)
* [Bento GitHub Learning Track](https://bento.io/topic/github) (Bento)
* [Git and GitHub for Poets](https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZF9C0YMKuns9sLDzK6zoiV)
* [GitHowTo](https://githowto.com)
* [How to Use Git and GitHub](https://www.udacity.com/course/how-to-use-git-and-github--ud775) (Udacity)


### Go

* [A Tour Of Go](https://tour.golang.org/welcome/1)
* [Go Tutorial](http://www.tutorialspoint.com/go/index.htm)
* [Golang | Gin HTTP Framework](https://www.youtube.com/playlist?list=PL3eAkoh7fypr8zrkiygiY1e9osoqjoV9w) -  Pragmatic Reviews
* [Learn Go Programming - Golang Tutorial for Beginners](https://www.youtube.com/watch?v=YS4e4q9oBaU) - FreeCodeCamp


### Haskell

* [C9 : Functional Programming Fundamentals](http://channel9.msdn.com/Series/C9-Lectures-Erik-Meijer-Functional-Programming-Fundamentals) - Erik Meijer
* [CIS 194: Introduction to Haskell](http://www.seas.upenn.edu/~cis194/) - Brent Yorgey
* [CS240h: Functional Systems in Haskell](http://www.scs.stanford.edu/11au-cs240h/notes/) - Bryan O'Sullivan
* [edX: Introduction to Functional Programming](https://www.edx.org/course/introduction-functional-programming-delftx-fp101x-0) - Erik Meijer
* [RWTH Aachen University: Functional Programming](https://videoag.fsmpi.rwth-aachen.de/?course=12ss-funkprog) - Jürgen Giesl


### HTML / CSS

* [Bento CSS Learning Track](https://bento.io/topic/css) (Bento)
* [Bento HTML Learning Track](https://bento.io/topic/html) (Bento)
* [Build a Personal Website with Dash](https://dash.generalassemb.ly)
* [Build a responsive website with Webflow](https://www.bloc.io/tutorials/webflow-tutorial-design-responsive-sites-with-webflow)
* [Build a SaaS landing page using Skeleton](https://www.bloc.io/tutorials/jottly-a-beginner-s-guide-to-html-css-skeleton-and-animate-css)
* [Build Dynamic Websites](http://cs75.tv/2010/fall/)
* [Code Your First Game: Arcade Classic in JavaScript on Canvas](https://www.udemy.com/code-your-first-game/) - Chris DeLeon (Udemy)
* [Complete HTML/CSS BootCamp](https://frontendmasters.com/bootcamp/) - FrontEnd Masters
* [CSS Flexbox - Mastering the Basics](https://www.udemy.com/css-flexbox-mastering-the-basics/) - Vishwas Gopinath (Udemy)
* [CSS Grid](https://cssgrid.io) - Wesbos
* [CSS Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWqMH9a9DY8LFKrJ5NJCFHHe)
* [Flexbox in 30 Days](https://github.com/samanthaming/Flexbox30) - Samantha Ming
* [HTML and CSS Crash Course](https://scrimba.com/learn/htmlcss) - Kevin Powell (scrimba)
* [HTML Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWr_FB-hVEgEGUESZL1TOiJ6)
* [Learn how to program: CSS](https://www.learnhowtoprogram.com/css) - Epicodus Inc.
* [Learn HTML5 Programming From Scratch](https://www.udemy.com/learn-html5-programming-from-scratch/)
* [Learn to style HTML using CSS](https://developer.mozilla.org/en-US/docs/Learn/CSS)
* [Structuring the web with HTML](https://developer.mozilla.org/en-US/docs/Learn/HTML)
* [What the Flexbox](https://flexbox.io) - Wesbos


### iOS

* [AppCoda Complete iOS Tutorial](http://www.appcoda.com/ios-programming-course/)
* [CS193p Developing Apps for IOS](https://cs193p.sites.stanford.edu) - Stanford
* [CS50 2019 - iOS Track](https://www.youtube.com/playlist?list=PLhQjrBD2T3810ZX79Xrgj8X382QaWbk_J) - David J. Malan (Harvard OpenCourseWare)
* [Developing iOS 11 Apps with Swift](https://itunes.apple.com/us/course/developing-ios-11-apps-with-swift/id1309275316)
* [Ray Wenderlich iOS Tutorial](https://www.raywenderlich.com/category/ios)


### Java

* [Central Connecticut State University, Introduction to CS Using Java](http://chortle.ccsu.edu/CS151/cs151java.html)
* [CS106A - Programming Methodology](https://see.stanford.edu/Course/CS106A) - (Stanford)
* [Introduction to Java](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-092-introduction-to-programming-in-java-january-iap-2010/)
* [Java for Complete Beginners](http://courses.caveofprogramming.com/courses/java-for-complete-beginners)
* [Java for Mobile Devices - Introducing Codename One](https://codenameone.teachable.com/p/java-for-mobile-devices-introducing-codename-one)
* [Java Online Training | Edureka](https://www.youtube.com/watch?v=hBh_CC5y8-s) - (Edureka)
* [Java Programming: Solving Problems with Software](https://www.coursera.org/learn/java-programming) - (Coursera)
* [Learn how to program: Java](https://www.learnhowtoprogram.com/java-june-2017) - Epicodus Inc.
* [My Free Java Course - Automation, Development](https://angiejones.tech/free-java-course-test-automation/) - Angie Jones
* [Object-Oriented programming with Java, part I](https://moocfi.github.io/courses/2013/programming-part-1/)
* [Object-Oriented programming with Java, part II](https://moocfi.github.io/courses/2013/programming-part-2/)
* [Princeton Algorithms, Part 1](https://www.coursera.org/course/algs4partI)
* [Problem Solving With Java](https://www.udacity.com/course/intro-to-java-programming--cs046) (Udacity)
* [Spring 5 Core - An Ultimate Guide](https://www.udemy.com/learn-spring-5-core-from-scratch/) - Somnath Musib (Udemy)


### JavaScript

* [Beginner's Series to: JavaScript](https://youtube.com/playlist?list=PLlrxD0HtieHhW0NCG7M536uHGOtJ95Ut2) - Microsoft Developer (YouTube)
* [Bento JavaScript Learning Track](https://bento.io/topic/javascript) (Bento)
* [Egghead.io](https://egghead.io)
* [Intro to JavaScript ES6 programming](https://www.youtube.com/playlist?list=PL-xu4i_QDSxcoDNeh8rx5-pHCCTOg0XsI)
* [Javascript Essentials](https://www.udemy.com/javascript-essentials/) - Lawrence Turton (Udemy)
* [Javascript30](https://javascript30.com) - Wesbos
* [Learn how to program: JavaScript](https://www.learnhowtoprogram.com/javascript) - Epicodus Inc.
* [learn:query](https://learnquery.infinum.co)


#### Angular.js

* [Angular.js Youtube Channel](https://www.youtube.com/angularjs)
* [CodeCademy Angular](https://www.codecademy.com/learn/learn-angularjs)
* [egghead.io youtube channel: Learn AngularJS with Tutorial Videos & Training](https://www.youtube.com/user/johnlindquist)
* [Shaping up with Angular.js](https://www.codeschool.com/courses/shaping-up-with-angular-js)


#### jQuery

* [Bento jQuery Track](https://bento.io/topic/jquery) (Bento)
* [Introduction to JQuery](https://www.udacity.com/course/intro-to-jquery--ud245) (Udacity)


#### Next.js

* [Mastering Next.js](https://masteringnextjs.com)


#### NodeJS

* [Beginner's Series to: Node.js](https://youtube.com/playlist?list=PLlrxD0HtieHje-_287YJKhY8tDeSItwtg) - Microsoft Developer (YouTube)
* [Node.js API Development for Beginners](https://www.udemy.com/course/node-js-api-tutorial/) (Udemy)
* [Node.js Basics](https://www.youtube.com/playlist?list=PLqq-6Pq4lTTa-d0iZg41U2RDqECol9C5B) - Java Brains (Youtube)


#### React

* [React basic in just 1 hour](https://www.udemy.com/course/react-basic-in-just-1-hour/) (Udemy)
* [React Crash Course 2020](https://www.youtube.com/watch?v=4UZrsTqkcW4) - freecodecamp
* [React Hooks](https://www.youtube.com/playlist?list=PLZlA0Gpn_vH8EtggFGERCwMY5u5hOjf-h) - WebDevSimplified
* [Start Using React to Build Web Applications](https://egghead.io/courses/react-fundamentals)


#### React Native

* [React Native for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9ixPU-QkScoRBVxtPPzVjrQ) - The Net Ninja


#### Redux

* [Getting Started with Redux](https://egghead.io/series/getting-started-with-redux)


#### Sails.Js

* [Develop web apps in free-programming-playgrounds.md.js and Sails.js](https://courses.platzi.com/courses/develop-apps-sails-js/)


#### Vue.js

* [Intro to Vue 2](https://www.vuemastery.com/courses/intro-to-vue-js/vue-instance)
* [Intro to Vue 3](https://www.vuemastery.com/courses/intro-to-vue-3/intro-to-vue3)
* [Vue.js Fundamentals](https://vueschool.io/courses/vuejs-fundamentals)
* [Vuex for Everyone](https://vueschool.io/courses/vuex-for-everyone)


### Kubernetes

* [Learn Kubernetes](https://www.katacoda.com/courses/kubernetes) - Katacoda


### Linux

* [Introduction To Linux](https://www.edx.org/course/introduction-to-linux/) - The Linux Foundation (edx)
* [Linux Command Line](https://www.udemy.com/course/command-line/) - Adam Eubankas (Udemy)
* [Linux Operating System Fundamentals](https://www.udemy.com/course/linux-academy-linux-operating-system-fundamentals/) - Linux Academy (Udemy)
* [Linux Tutorials and Projects](https://www.udemy.com/course/linux-tutorials/) - Jason Cannon (Udemy)
* [Red Hat Enterprise Linux Technical Overview](https://www.udemy.com/course/red-hat-enterprise-linux-technical-overview/) - Red Hat, Inc. (Udemy)


### Lua

* [Lua Interactive Crash Course](http://luatut.com/crash_course.html)
* [Lua Tutorial](http://www.tutorialspoint.com/lua/)


### Machine Learning

* [Deep Learning Fundamentals by DeepLearning.TV](https://cognitiveclass.ai/courses/introduction-deep-learning) (cognitiveclass.ai)
* [Google's Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course/)
* [Intro to Machine Learning](https://www.kaggle.com/learn/intro-to-machine-learning) (Kaggle)
* [Intro to Machine Learning Udacity](https://www.udacity.com/course/intro-to-machine-learning--ud120) (Udacity)
* [Machine Learning Recipes with Josh Gordon](https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal)
* [Machine Learning with Python by Saeed Aghabozorgi](https://cognitiveclass.ai/courses/machine-learning-with-python) (cognitiveclass.ai)
* [Pattern Recognition and Machine Learning](https://www.microsoft.com/en-us/research/people/cmbishop/#!prml-book)
* [Principles of Machine Learning By Microsoft](https://www.edx.org/course/principles-machine-learning-microsoft-dat203-2x-6)
* [PyTorch tutorials by PyTorch.org](https://pytorch.org/tutorials)
* [Stanford University Machine Learning](https://www.coursera.org/learn/machine-learning)


### Markdown

* [MasteringMarkdown](https://masteringmarkdown.com) - Wesbos


### MATLAB

* [Data Processing and Feature Engineering with MATLAB](https://www.coursera.org/learn/feature-engineering-matlab) (coursera)
* [MIT 18.S997 Introduction to MATLAB Programming](http://ocw.mit.edu/courses/mathematics/18-s997-introduction-to-matlab-programming-fall-2011/)


### Mercurial

* [Hg Init: a Mercurial Tutorial](http://hginit.com) - Joel Spolsky


### Misc

* [Advanced Data Structures](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/)
* [Algorithm Design and Implementation](https://www.youtube.com/playlist?list=PL6EF0274BD849A7D5)
* [Aml-2018 Ambient Intelligence](https://www.youtube.com/playlist?list=PLqRTLlwsxDL8fUcY2Y54sITILyJcTySpC) (F. Corno - L. De Russis - A. Monge Roffarello)
* [Berkeley's CS  61B: Data Structures](https://archive.org/details/ucberkeley_webcast_QMV45tHCYNI)
* [Berkeley's CS 162: Operating Systems and Systems Programming](https://www.youtube.com/watch?v=feAOZuID1HM)
* [Berkeley's CS 169: Software Engineering](https://www.youtube.com/watch?v=fXokQpWsszU)
* [Berkeley's CS 194: What is an Operating System?](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html)
* [Bits: The Computer Science of Digital Information](http://www.extension.harvard.edu/open-learning-initiative/bits)
* [Caltech's Learning From data](https://work.caltech.edu/telecourse.html)
* [Computer Graphics](http://nptel.ac.in/courses/106106090/)
* [Elements of AI](https://www.elementsofai.com)
* [Embedded Software Safety](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) (P. Koopman)
* [FindLectures.com](https://www.findlectures.com/?class1=Technology) - Index of conference talks by language / topic
* [Introduction to Reinforcement Learning with David Silver](https://deepmind.com/learning-resources/-introduction-reinforcement-learning-david-silver) - David Silver
* [LouvainX Paradigms of Computer Programming – Abstraction and Concurrency](https://www.edx.org/course/paradigms-computer-programming-louvainx-louv1-2x-1#!)
* [LouvainX Paradigms of Computer Programming – Fundamentals](https://www.edx.org/course/paradigms-computer-programming-louvainx-louv1-1x-1)
* [MIT 6.S099: Artificial General Intelligence](https://agi.mit.edu)
* [MIT Numerical Methods (2014)](http://www.iitg.ernet.in/kartha/CE601-14/CourseSchedule.htm)
* [MIT's Artificial Intelligence](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/)
* [MIT's Computer Language Engineering](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-035-computer-language-engineering-sma-5502-fall-2005/lecture-notes/)
* [MIT's Introduction to Algorithms](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/)
* [MIT's Mathematics for Computer Science](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/)
* [Principles of Reactive Programming](https://www.coursera.org/course/reactive)
* [Robotics I](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) - (A. De Luca)
* [Stanford Cryptography I](https://www.coursera.org/course/crypto)
* [Stanford Cryptography II](https://www.coursera.org/course/crypto2)
* [Stanford SEE 229 - Machine Learning](https://see.stanford.edu/Course/CS229)


### .NET

* [Learn how to program: .NET](https://www.learnhowtoprogram.com/net) - Epicodus Inc.


### OCaml

* [Cornell's Data Structures and Functional Programming](http://www.cs.cornell.edu/courses/cs3110/2015fa/)
* [Introduction to Functional Programming in OCaml](https://www.fun-mooc.fr/courses/parisdiderot/56002S02/session02/about)


### Perl

* [Perl Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpqRBcStwV0NwMA3nXMh5GC)


### PHP

* [Laravel 5.8 Tutorial From Scratch](https://www.youtube.com/playlist?list=PLpzy7FIRqpGD0kxI48v8QEVVZd744Phi4) - Coder's Tape  (2019)
* [Learn how to program: PHP](https://www.learnhowtoprogram.com/php) - Epicodus Inc.
* [PHP & MySQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWrjkpK2zD4TWKWMWVfeYK-b) - The Bad Tutorials (2015)
* [PHP Programming Language Tutorial - Full Course](https://www.youtube.com/watch?v=OK_JCtrrv-c) - freeCodeCamp.org (2018)
* [PHP Tutorial](https://www.w3schools.com/php) - W3Schools


### Processing

* [Learning Processing: A Beginner's Guide to Programming Images, Animation, and Interaction](https://www.youtube.com/c/TheCodingTrain/playlists?view=50&sort=dd&shelf_id=10) - The Coding Train


### Python

* [An Introduction to Interactive Programming in Python (Part 1)](https://www.coursera.org/learn/interactive-python-1) (Coursera)
* [An Introduction to Interactive Programming in Python (Part 2)](https://www.coursera.org/learn/interactive-python-2) (Coursera)
* [Bento Python Learning Track](https://bento.io/topic/python) (Bento)
* [Berkeley's Structure and Interpretation of Computer Programs](http://cs61a.org)
* [Codesdope](https://www.codesdope.com/python-introduction)
* [Google's Python Course](https://developers.google.com/edu/python/)
* [Introduction to Computer Science and Programming](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/) (MIT's opencourseware)
* [Introduction to Python](https://docs.microsoft.com/en-us/learn/modules/intro-to-python/)(Microsoft Docs)
* [Introduction to Python Basics for Data Science](https://dphi.tech/learn/introduction-to-python-basics-for-data-science) (DPhi)
* [Introduction to Python Programming](https://www.udacity.com/course/introduction-to-python--ud1110) (Udacity)
* [Learn Python](https://pythonspot.com)
* [Learn Python - Free Interactive Python Tutorial](http://www.learnpython.org)
* [Learn Python From Scratch](https://www.udemy.com/learn-python-from-scratch-w/) - MD. Hasanur Rahaman Hasib (Udemy)
* [Learn to program in Python](https://www.codecademy.com/learn/python)
* [Learn to Program: The Fundamentals](https://www.coursera.org/learn/learn-to-program) (Coursera)
* [Learn to Program Using Python](https://www.edx.org/course/learn-program-using-python-utarlingtonx-cse1309x) (edX)
* [Programming Foundations with Python](https://www.udacity.com/course/programming-foundations-with-python--ud036) (Udacity)
* [Python 3](https://www.sololearn.com/Course/Python/) (SoloLearn)
* [Python Beginners-Intermediate Tutorial](https://www.youtube.com/playlist?list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU) - Corey Schafer
* [Python Built in Functions A to Z Tutorial and Examples](https://www.youtube.com/playlist?list=PLrJGwAG1U62RW_hGGnk7xXG0LciHkT54X) - Brainy Things
* [Python Course](http://www.python-course.eu)
* [Python Course from scratch](https://scrimba.com/playlist/pNpZMAB) - Olaf Paulson (scrimba)
* [Python for Everybody](https://www.py4e.com/lessons) (Coursera Reading Materials with YouTube Videos)
* [Python Learn Course](https://www.kaggle.com/learn/python) - Colin Morris (Kaggle)
* [Python Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpX_byHyTEj9hecPngl2DqR)
* [Python Tutorial](https://www.w3schools.com/python/) - W3Schools
* [SoloLearn](https://www.sololearn.com/Course/Python/)
* [The Python Tutorial](https://docs.python.org/3/tutorial/)
* [Using Python for Research](https://www.edx.org/course/using-python-for-research) (edX Harvard)


#### Django

* [Django for Everybody](https://dj4e.sites.uofmhosting.net/lessons) (Coursera Reading Materials with YouTube Videos)
* [Python Django Basics Tutorial](https://www.youtube.com/playlist?list=PL-osiE80TeTtoQCKZ03TU5fNfx2UY6U4p) - Corey Schafer


#### Flask

* [Python Flask Framework Tutorial](https://www.youtube.com/playlist?list=PL-osiE80TeTs4UjLw5MM6OjgkjFeUxCYH) - Corey Schafer
* [Python Flask Tutorial](https://www.tutorialspoint.com/flask/flask_overview.htm) (TutorialsPoint)


### QB64

* [Game Programming with QB64](http://qb64sourcecode.com) - Terry Ritchie


### R

* [R Programming](https://www.coursera.org/course/rprog)
* [R Programming Tutorial](https://www.youtube.com/watch?v=_V8eKsto3Ug) - (Barton Poulson) - (freeCodeCamp)
* [R Tutorial For Beginners | Edureka](https://www.youtube.com/watch?v=fDRa82lxzaU) - (Edureka)


### Ruby

* [Learn how to program: Ruby](https://www.learnhowtoprogram.com/ruby) - Epicodus Inc.
* [Learn Ruby](https://www.learnrubyonline.org)
* [Ruby Tutorial](https://www.w3resource.com/ruby/)
* [RubyMonk - Interactive Ruby tutorials](https://rubymonk.com)


### Scala

* [Functional Programming Principles in Scala](https://www.coursera.org/course/progfun)
* [Principles of Reactive Programming](https://www.coursera.org/course/reactive)


### Security

* [Ethical Hacking](https://www.hacker101.com/videos) -(Hacker101)
* [The Complete Cyber Security & Hacking Course](https://academy.ehacking.net/p/cyber-security-training-hacking-course) -(Insec Techs- EH Academy)


### Software Engineering

* [Advanced Software Construction in Java](https://www.edx.org/course/advanced-software-construction-java-mitx-6-005-2x#!)
* [Agile Development Using Ruby on Rails - Advanced](https://www.edx.org/course/agile-development-using-ruby-rails-uc-berkeleyx-cs169-2x#!)
* [Agile Development Using Ruby on Rails - Basics](https://www.edx.org/course/agile-development-using-ruby-rails-uc-berkeleyx-cs169-1x#!)
* [Software Construction in Java](https://www.edx.org/course/software-construction-java-mitx-6-005-1x)


### SQL

* [Introduction to Database Queries](https://www.edx.org/course/introduction-to-database-queries) - (edX New York University) - (Aspen Olmsted)
* [SQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWr_6xTfF2FrIw-NAOo3iWMy)
* [SQL Tutorial - Full Database Course for Beginners](https://www.youtube.com/watch?v=HXV3zeQKqGY) - (Mike Dane) - (freeCodeCamp)


### Swift

* [100 days of Swift](https://www.hackingwithswift.com/100) - Hacking With Swift
* [How To Make An App For Beginners (iOS/Swift - 2019)](https://www.udemy.com/how-to-make-an-app-for-beginners-iosswift-2019/) - Chris Ching (Udemy)
* [Swiftris - Build an iOS Tetris app from scratch](https://www.bloc.io/swiftris-build-your-first-ios-game-with-swift)


#### Vapor

* [Vapor University](https://vapor.university)


### Theory

* [Automata Theory](https://online.stanford.edu/courses/soe-ycsautomata-automata-theory)
* [Intro to Theoretical Computer Science](https://www.udacity.com/course/intro-to-theoretical-computer-science--cs313) (Udacity)


### TypeScript

* [Introduction to TypeScript](https://www.udemy.com/typescript/) - Daniel Stern (Udemy)
* [TypeScript Fast Crash Course](https://www.udemy.com/typescript-fast-crash-course/) - Edwin Diaz, Coding Faculty Solutions (Udemy)


### Verilog / VHDL / SystemVerilog

* [SOC Verification Using SystemVerilog](http://verificationexcellence.in/online-courses/soc-verification-using-systemverilog)
* [SystemVerilog - Learn basics of SystemVerilog for Hardware Verification](https://verificationexcellence.teachable.com/p/learn-systemverilog)
* [SystemVerilog based UVM Methodology - Learn to build UVM based Testbenches in SystemVerilog](https://verificationexcellence.teachable.com/p/learn-ovm-uvm)


### Web Development

* [ASP.NET Core Tutorial For Beginners](https://www.youtube.com/playlist?list=PL6n9fhu94yhVkdrusLaQsfERmL_Jh4XmU) - Venkat (Pragim Technologies)
* [CS50’s Web Programming with Python and JavaScript](https://cs50.harvard.edu/web/2020/) - Brian Yu,David J. Milan (edX Harvard CS50)
* [Discover Flask - Full Stack Web Development with Flask](https://github.com/realpython/discover-flask)
* [Flask(A Python Microframework) Tutorial](http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)
* [Free Code Camp](https://www.freecodecamp.org)
* [Full stack open](https://fullstackopen.com/en/) - University of Helsinki
* [Python Web Scraping & Crawling using Scrapy](https://www.youtube.com/playlist?list=PLhTjy8cBISEqkN-5Ku_kXG4QW33sxQo0t)
* [The Odin Project - Learn Web Development for Free](http://www.theodinproject.com)
* [Web Information Retrieval](https://www.youtube.com/playlist?list=PLAQopGWlIcya-9yzQ8c8UtPOuCv0mFZkr) - L. Becchetti, A. Vitaletti (University of Sapienza Rome)