### 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) * [DenoJS](#denojs) * [jQuery](#jquery) * [Next.js](#nextjs) * [NodeJS](#nodejs) * [React](#react) * [React Native](#react-native) * [Redux](#redux) * [Sails.js](#sailsjs) * [Vue.js](#vuejs) * [Kotlin](#kotlin) * [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) * [Rust](#rust) * [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) * [Sorting Algorithms](https://www.youtube.com/playlist?list=PL2_aWCzGMAwKedT2KfDMB9YA5DgASZb3U) - mycodeschool * [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 * [Advanced Android App Development](https://www.udacity.com/course/advanced-android-app-development--ud855) - (Udacity) * [Advanced Android with Kotlin](https://www.udacity.com/course/advanced-android-with-kotlin--ud940) - (Udacity) * [Android App Development for Beginners Playlist](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBsvRxJJOzG4r4k_zLKrnxl) - Bucky Roberts - (thenewboston) * [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) - (Udacity) * [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) * [Android Performance](https://www.udacity.com/course/android-performance--ud825) - (Udacity) * [Build Native Mobile Apps with Flutter](https://www.udacity.com/course/build-native-mobile-apps-with-flutter--ud905) - (Udacity) * [CS50 2019 - Android Track](https://www.youtube.com/playlist?list=PLhQjrBD2T381qULidYDKP55-4u1piASC1) - David J. Malan (Harvard OpenCourseWare) * [Developing Android Apps](https://www.udacity.com/course/new-android-fundamentals--ud851) - (Udacity) * [Developing Android Apps with Kotlin](https://www.udacity.com/course/developing-android-apps-with-kotlin--ud9012) - (Udacity) * [Firebase in a Weekend: Android](https://www.udacity.com/course/firebase-in-a-weekend-by-google-android--ud0352) - (Udacity) * [Gradle for Android and Java](https://www.udacity.com/course/gradle-for-android-and-java--ud867) - (Udacity) * [Kotlin Bootcamp for Programmers](https://www.udacity.com/course/kotlin-bootcamp-for-programmers--ud9011) - (Udacity) * [Learn how to program: Android](https://www.learnhowtoprogram.com/android) - Epicodus Inc. * [Material design](https://material.io/guidelines/) * [Material Design for Android Developers](https://www.udacity.com/course/material-design-for-android-developers--ud862) - (Udacity) * [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) ### 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) * [How to CMake Good](https://www.youtube.com/playlist?list=PLK6MXr8gasrGmIiSuVQXpfFuE1uPT615s) * [Shell Scripting Tutorial](https://www.youtube.com/playlist?list=PL7B7FA4E693D8E790) * [Shell Scripting Tutorial for Beginners](https://www.youtube.com/playlist?list=PLS1QulWo1RIYmaxcEqw5JhK3b-6rgdWO_) (ProgrammingKnowledge) ### Bootstrap * [Bootstrap 4 Quick Start: Code Modern Responsive Websites](https://www.udemy.com/share/101qsw/) - Brad Hussey (Udemy) * [Bootstrap tutorial for beginners](https://www.youtube.com/playlist?list=PL6n9fhu94yhXd4xnk-j5FGhHjUv1LsF0V) - kudvenkat * [Complete Bootstrap Crash Course | Bootstrap 4 Tutorial](https://www.youtube.com/watch?v=ZfRn9VJzdGA) - Julio Codes * [Introduction to Bootstrap - A Tutorial](https://www.classcentral.com/course/edx-introduction-to-bootstrap-a-tutorial-3338) - Microsoft via edX (Class Central) * [Learn Bootstrap 4 for free](https://scrimba.com/learn/bootstrap4) - Neil Rowe (Scrimba) * [Learn Bootstrap 4 in this free 10-part course](https://www.freecodecamp.org/news/want-to-learn-bootstrap-4-heres-our-free-10-part-course-happy-easter-35c004dc45a4/) - Per Harald Borgen (Freecodecamp) * [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++ For Programmers](https://www.udacity.com/course/c-for-programmers--ud210) - Catherine Gamboa (Udacity) * [C++ Programming Tutorial for Beginners (For Absolute Beginners)](https://www.youtube.com/playlist?list=PLS1QulWo1RIYSyC6w2-rDssprPrEsgtVK) - ProgrammingKnowledge * [C++ Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoVZWSN-ze3VVtIfZfXwAGM) - The Bad Tutorials * [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) - Mahmud Ahsan (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 Science interview questions](https://www.youtube.com/playlist?list=PLZoTAELRMXVPkl7oRvzyNnyj1HS4wt2K-) - Krish Naik * [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 * [Complete Deep Learning](https://www.youtube.com/playlist?list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi) - Krish Naik * [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 * [Introduction to Reinforcement learning with David Silver](https://www.youtube.com/playlist?list=PLqYmG7hTraZBiG_XpjnPrSNw-1XQaM_gB) - David Silver * [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) * [Unity User Manual](https://docs.unity3d.com/Manual/) ### Git * [Bento Git Learning Track](https://bento.io/topic/git) (Bento) * [Bento GitHub Learning Track](https://bento.io/topic/github) (Bento) * [Git & GitHub Tutorial for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9goXbgTDQ0n_4TBzOO0ocPR) (The Net Ninja) * [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) * [CSS3 tutorial for beginners | Learn CSS3](https://www.udemy.com/course/css3-tutorial-for-beginners-learn-css3/) - Udemy * [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) * [Responsive Web Design with HTML5 and CSS3 - Advanced](https://www.udemy.com/course/responsive-web-design-with-html5-and-css3-advanced/) - Udemy * [Structuring the web with HTML](https://developer.mozilla.org/en-US/docs/Learn/HTML) * [Web Development By Doing: HTML / CSS From Scratch](https://www.udemy.com/course/web-development-learn-by-doing-html5-css3-from-scratch-introductory/) - Udemy * [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](https://testautomationu.applitools.com/java-programming-course/) - Angie Jones (Applitools) * [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. * [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) * [ES6 and Typescript Tutorial](https://www.youtube.com/playlist?list=PLC3y8-rFHvwhI0V5mE9Vu6Nm-nap8EcjV) - Codevolution * [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 modern JavaScript](https://scrimba.com/learn/es6) - Beau Carnes (Scrimba) (Scrimba account *required*) * [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) #### DenoJS * [Deno Beginner](https://denobeginner.com) - Ahmad Awais - _Email required_ #### 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 * [ReactJS Tutorial for Beginners](https://www.youtube.com/playlist?list=PLC3y8-rFHvwgg3vaYJgHGnModB54rxOk3) - Codevolution * [Start Using React to Build Web Applications](https://egghead.io/courses/react-fundamentals) #### React Native * [CS50's Mobile App Development with React Native](https://www.edx.org/course/cs50s-mobile-app-development-with-react-native) - edX * [React Native for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9ixPU-QkScoRBVxtPPzVjrQ) - The Net Ninja * [React Tutorial for Beginners](https://www.youtube.com/playlist?list=PLC3y8-rFHvwgg3vaYJgHGnModB54rxOk3) - codevolution #### Redux * [Getting Started with Redux](https://egghead.io/series/getting-started-with-redux) * [Learn Redux](https://learnredux.com) - Wes Bos (email address *requested*) #### 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 * [Internationalization with vue-i18n](https://vueschool.io/courses/internationalization-with-vue-i18n) * [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) * [JavaScript Testing Fundamentals](https://vueschool.io/courses/javascript-testing-fundamentals) * [Nuxt.js Fundamentals](https://vueschool.io/courses/nuxtjs-fundamentals) * [Vue Router for Everyone](https://vueschool.io/courses/vue-router-for-everyone) * [Vue.js Components Fundamentals](https://vueschool.io/courses/vuejs-components-fundamentals) * [Vue.js Fundamentals](https://vueschool.io/courses/vuejs-fundamentals) * [Vuex for Everyone](https://vueschool.io/courses/vuex-for-everyone) ### Kotlin * [Android Kotlin Tutorial: Create Android Apps using Kotlin](https://www.youtube.com/playlist?list=PLlxmoA0rQ-Lw5k_QCqVl3rsoJOnb_00UV) - Sriyank Siddhartha (YouTube) * [Developing Android Apps with Kotlin](https://www.udacity.com/course/developing-android-apps-with-kotlin--ud9012) (Udacity) * [Kotlin Bootcamp for Programmers](https://www.udacity.com/course/kotlin-bootcamp-for-programmers--ud9011) - Aleks Haecky, Asser Samak, Sean McQuillan (Udacity) ### 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) * [The Linux Basics: Beginner to Sysadmin, Step by Step](https://www.youtube.com/playlist?list=PLtK75qxsQaMLZSo7KL-PmiRarU7hrpnwK) ### Lua * [Learn Lua in 15 Minutes](http://tylerneylon.com/a/learn-lua/) - Tyler Neylon (HTML) * [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) * [MATLAB and Simulink Training](https://matlabacademy.mathworks.com) * [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 Programming Using Python](https://www.edx.org/course/introduction-to-programming-using-python) (edX) * [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 Python Tutorial](https://www.kaggle.com/learn/python) (Kaggle) * [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) * [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 And Cryptocurrency: Build 5 Real World Applications](https://www.udemy.com/course/coinmarketcap/) Ian Annase (Udemy) * [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 * [An Introduction to Ruby Programming Language](https://www.researchgate.net/publication/322222154_An_Introduction_to_Ruby_Programming_Language) - Ali Tourani (HTML, PDF) * [Learn how to program: Ruby](https://www.learnhowtoprogram.com/ruby) - Epicodus Inc. * [Learn Ruby](https://www.learnrubyonline.org) * [RESTful API with Ruby On Rails 5](https://www.udemy.com/course/restful-api-with-ruby-on-rails-5/) - Udemy * [Ruby Tutorial](https://www.w3resource.com/ruby/) * [RubyMonk - Interactive Ruby tutorials](https://rubymonk.com) ### Rust * [Intro to Rust](https://www.youtube.com/playlist?list=PLJbE2Yu2zumDF6BX6_RdPisRVHgzV02NW) - Tensor Programming * [Rust Basics](https://www.youtube.com/playlist?list=PLlcnQQJK8SUjApd95LIcd3K9XXmE-IeCS) - Engineer Man * [Rust Crash Course](https://www.youtube.com/watch?v=zF34dRivLOw) - Traversy Media * [Rust Projects](https://www.youtube.com/playlist?list=PLJbE2Yu2zumDD5vy2BuSHvFZU0a6RDmgb) - Tensor Programming * [Rust Tutorial](https://www.youtube.com/playlist?list=PLLqEtX6ql2EyPAZ1M2_C0GgVd4A-_L4_5) - Doug Milford ### 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) * [Zero to Hero: A Practical Network Penetration Testing Course](https://www.youtube.com/playlist?list=PLLKT__MCUeiwBa7d7F_vN1GUwz_2TmVQj) - The Cyber Mentor ### 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) * [Learn Swift](https://www.youtube.com/playlist?list=PLMRqhzcHGw1ZqzYnpIuQAn2rcjhOtbqGX) - CodeWithChris * [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)