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programming-books/courses/free-courses-en.md
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Artificial Intelligence on Google Cloud Platform Youtube Playlist

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Co-authored-by: David Ordás <3125580+davorpa@users.noreply.github.com>

Co-authored-by: David Ordás <3125580+davorpa@users.noreply.github.com>
2021-10-07 10:08:45 -04:00

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### Index
* [0 - MOOC](#0---mooc)
* [Algorithms & Data Structures](#algorithms--data-structures)
* [Android](#android)
* [Artificial Intelligence](#artificial-intelligence)
* [Assembly](#assembly)
* [AutoIt](#autoit)
* [Bash / Shell](#bash--shell)
* [Bootstrap](#bootstrap)
* [C](#c)
* [C#](#c-sharp)
* [C++](#cpp)
* [Clojure](#clojure)
* [Compilers](#compilers)
* [CUDA](#cuda)
* [Dart](#dart)
* [Data Science](#data-science)
* [Databases](#databases)
* [NoSQL](#nosql)
* [SQL](#sql)
* [Deep Learning](#deep-learning)
* [Docker](#docker)
* [Flutter](#flutter)
* [Game Development](#game-development)
* [Git](#git)
* [Go](#go)
* [Haskell](#haskell)
* [HTML / CSS](#html--css)
* [iOS](#ios)
* [Java](#java)
* [JavaScript](#javascript)
* [AngularJS](#angularjs)
* [D3.js](#d3js)
* [Electron](#electron)
* [jQuery](#jquery)
* [Next.js](#nextjs)
* [NodeJS](#nodejs)
* [React](#react)
* [React Native](#react-native)
* [Redux](#redux)
* [Svelte](#svelte)
* [Vue.js](#vuejs)
* [Kotlin](#kotlin)
* [Kubernetes](#kubernetes)
* [Linux](#linux)
* [Lua](#lua)
* [Machine Learning](#machine-learning)
* [Markdown](#markdown)
* [Matlab](#matlab)
* [Misc](#misc)
* [.NET](#net)
* [OCaml](#ocaml)
* [Perl](#perl)
* [PHP](#php)
* [PLC - Programmable logic controllers](#plc---programmable-logic-controllers)
* [Processing](#processing)
* [Python](#python)
* [Django](#django)
* [Flask](#flask)
* [QB64](#QB64)
* [R](#r)
* [Ruby](#ruby)
* [Rust](#rust)
* [Scala](#scala)
* [Security](#security)
* [Swift](#swift)
* [Vapor](#vapor)
* [Theory](#theory)
* [TypeScript](#typescript)
* [Angular](#angular)
* [Deno](#deno)
* [Verilog / VHDL / SystemVerilog](#verilog--vhdl--systemverilog)
* [Web Development](#web-development)
### 0 - MOOC
* [Codecademy](https://www.codecademy.com)
* [Coursera](https://www.coursera.org)
* [Datacamp](https://www.datacamp.com)
* [edX](https://www.edx.org)
* [freeCodeCamp](https://www.freecodecamp.org)
* [FutureLearn](https://www.futurelearn.com)
* [Khan Academy](https://www.khanacademy.org)
* [MIT OCW](http://ocw.mit.edu)
* [MOOC.fi](https://www.mooc.fi/en/)
* [NPTEL](https://onlinecourses.nptel.ac.in)
* [openHPI](https://open.hpi.de)
* [openSAP](https://open.sap.com)
* [Platzi](https://courses.platzi.com)
* [Udacity](https://www.udacity.com)
### 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](https://stepik.org/course/579/syllabus) - Niema Moshiri and Liz Izhikevich (Stepik)
* [Data Structures and Algorithms](https://youtube.com/playlist?list=PLBZBJbE_rGRV8D7XZ08LK6z-4zPoWzu5H) - CS Dojo
* [Data Structures and Algorithms](https://www.youtube.com/playlist?list=PLdo5W4Nhv31bbKJzrsKfMpo_grxuLl8LU) - Jenny's lectures CS/IT NET&JRF
* [Data Structures and Algorithms for Beginners](https://www.youtube.com/watch?v=BBpAmxU_NQo) - Programming with Mosh
* [Data Structures and Algorithms Specialization](https://www.coursera.org/specializations/data-structures-algorithms) - UC San Diego, HSE University
* [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/)
* [Intro to Data Structures and Algorithms](https://www.udacity.com/course/data-structures-and-algorithms-in-python--ud513) - Brynn Claypoole, Horatio Thomas (Udacity)
* [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/2021) - 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)
### Artificial Intelligence
* [AI Courses](https://software.intel.com/content/www/us/en/develop/topics/ai/training/courses.html) - Intel Corporation
* [Aml-2018 Ambient Intelligence](https://www.youtube.com/playlist?list=PLqRTLlwsxDL8fUcY2Y54sITILyJcTySpC) - Fulvio Corno, Luigi De Russis, Alberto Monge Roffarello @ Politecnico di Torino
* [Artificial Intelligence on Google Cloud Platform](https://www.youtube.com/playlist?list=PL3N9eeOlCrP6Nhv4UFp67IsQ_TVDpXqXK) - Srivatsan Srinivasan @ AIEngineering (Youtube)
* [CS50’s Introduction to Artificial Intelligence with Python](https://cs50.harvard.edu/ai/2020/) - Brian Yu, David J. Malan (Harvard OpenCourseWare and EdX)
* [Elements of AI](https://www.elementsofai.com) - University of Helsinki, Reaktor
* [IBM AI Engineering Professional Certificate](https://www.coursera.org/professional-certificates/ai-engineer) - Romeo Kienzler, Saeed Aghabozorgi, Joseph Santarcangelo, Alex Aklson et al. (Coursera)
* [MIT 6.S099: Artificial General Intelligence](https://agi.mit.edu)
* [MIT's Artificial Intelligence](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/) - Prof. Patrick Henry Winston (MIT OpenCourseWare)
### Assembly
* [Binary Exploitation / Memory Corruption by LiveOverflow](https://www.youtube.com/playlist?list=PLhixgUqwRTjxglIswKp9mpkfPNfHkzyeN) - LiveOverflow (YouTube)
* [Introduction To Reverse Engineering Software](http://opensecuritytraining.info/IntroductionToReverseEngineering.html) - Matt Briggs (OpenSecurityTraining)
* [Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration](http://opensecuritytraining.info/IntroX86.html) - Xeno Kovah (OpenSecurityTraining)
### AutoIt
* [AutoIt Scripting Tutorial](https://www.youtube.com/playlist?list=PL4Jcq5zn02jKpjX0nqI1_fS7mEEb5tw6z) - TutsTeach (YouTube)
### Bash / Shell
* [Bento Shell Track](https://bento.io/topic/shell) - Jon Chan (Bento)
* [How to CMake Good](https://www.youtube.com/playlist?list=PLK6MXr8gasrGmIiSuVQXpfFuE1uPT615s) - vector-of-bool (YouTube)
* [Shell Scripting Tutorial](https://www.youtube.com/playlist?list=PL7B7FA4E693D8E790) - The Bad Tutorials (YouTube)
* [Shell Scripting Tutorial for Beginners](https://www.youtube.com/playlist?list=PLS1QulWo1RIYmaxcEqw5JhK3b-6rgdWO_) - ProgrammingKnowledge (YouTube)
### Bootstrap
* [Bootstrap 4 Quick Start: Code Modern Responsive Websites](https://www.udemy.com/course/bootstrap-4) - Brad Hussey (Udemy)
* [Bootstrap tutorial for beginners](https://www.youtube.com/playlist?list=PL6n9fhu94yhXd4xnk-j5FGhHjUv1LsF0V) - kudvenkat
* [Complete Bootstrap 4 course - build 3 projects](https://www.udemy.com/course/bootstrap-4-tutorials) - Igneus Technologies (Udemy)
* [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 Language Tutorial for Beginners (With Notes)](https://www.youtube.com/watch?v=_MF8L7ZxwRE) - ProgrammingWithHarry [youtube]
* [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.
<h3 id="cpp">C++</h3>
* [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)
* [Introduction to C++](https://www.edx.org/course/introduction-to-c-3) - Microsoft (edX) (:card_file_box: *archived*)
### 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)
* [Datavis 2020](https://www.youtube.com/playlist?list=PL9yYRbwpkykuK6LSMLH3bAaPpXaDUXcLV) - Curran Kelleher
* [IBM Data Science Professional Certificate](https://www.coursera.org/professional-certificates/ibm-data-science) (Coursera)
* [Introduction to Data Science in Python](https://www.coursera.org/learn/python-data-analysis) - Christopher Brooks (Coursera)
* [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)
* [Database Systems - Cornell University Course (SQL, NoSQL, Large-Scale Data Analysis)](https://www.youtube.com/watch?v=4cWkVbC2bNE) - Professor Immanuel Trummer, freeCodeCamp.org (YouTube)
* [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)
#### NoSQL
* [MongoDB University](https://university.mongodb.com) - MongoDB, Inc. (email address *required*)
* [Neo4j Graph Database Tutorial](https://www.youtube.com/playlist?list=PLqfPEK2RTgChcOZ6qHgSfwiBPCz2Bzdjh) - Satish C J (YouTube)
#### SQL
* [Introduction to Database Queries](https://www.edx.org/course/introduction-to-database-queries) - (edX New York University) - (Aspen Olmsted)
* [Introduction to Databases and SQL Querying](https://www.udemy.com/course/introduction-to-databases-and-sql-querying/) - Rakesh Gopalakrishnan (Udemy)
* [Learn SQL](https://popsql.com/learn-sql) - PopSQL
* [MySQL Tutorial for Beginners [Full Course]](https://www.youtube.com/watch?v=7S_tz1z_5bA) - Programming with Mosh
* [SQL Foundations](https://www.udemy.com/course/sql-essentials-for-beginners/) - Sagar Uppuluri (Udemy)
* [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)
### 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 Learning with PyTorch](https://www.youtube.com/playlist?list=PLWKjhJtqVAbm3T2Eq1_KgloC7ogdXxdRa) - Aakash N. S., freeCodeCamp.org (YouTube)
* [Deep Multi-Task and Meta Learning](https://cs330.stanford.edu) - Chelsea Finn (Stanford University)
* [Deep Reinforcement Learning](http://rail.eecs.berkeley.edu/deeprlcourse/) - Sergey Levine
* [Exploring Fairness in Machine Learning for International Development](https://ocw.mit.edu/resources/res-ec-001-exploring-fairness-in-machine-learning-for-international-development-spring-2020) - Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, Amit Gandhi, Audace Nakeshimana (MIT OpenCourseWare)
* [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)
* [MIT 6.S191: Introduction to Deep Learning](http://introtodeeplearning.com) - Alexander Amini, Ava Soleimany
* [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
* [Docker Tutorial Videos \| DevOps Tool](https://www.youtube.com/playlist?list=PL9ooVrP1hQOHUKuqGuiWLQoJ-LD25KxI5) - edureka!
* [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
### Flutter
* [Flutter Crash Course](https://fluttercrashcourse.com/courses/basics/lessons/materialapp-scaffold-appbar-text) - Nick Manning *(account required)*
* [Flutter Tutorial](https://www.udacity.com/course/build-native-mobile-apps-with-flutter--ud905) - Matt Sullivan, James Williams, Mary Xia (Udacity)
* [Flutter Tutorial for Beginners](https://www.udemy.com/course/learn-flutter-beginners-course) - Mayuresh Wankhede (Udemy)
### Game Development
* [[Beginner] Make an RPG](https://www.youtube.com/playlist?list=PL9FzW-m48fn2ug_FSNnfozQs3qYlBNyTd) - HeartBeast
* [2D Hack-n-Slash Course (Complete Course) - GameMaker Studio 2](https://www.youtube.com/playlist?list=PL9FzW-m48fn0mblTG_KFDg81AMXDPKBE5) - HeartBeast
* [CS50 2019 - Games Track](https://www.youtube.com/playlist?list=PLhQjrBD2T382mHvZB-hSYWvoLzYQzT_Pb) - David J. Malan (Harvard OpenCourseWare)
* [GameMaker Studio 2](https://www.youtube.com/playlist?list=PL9FzW-m48fn1CFiBHB1liGKIyVO9j3A-I) - HeartBeast
* [GameMaker Studio 2 - Action RPG Tutorial](https://www.youtube.com/playlist?list=PLPRT_JORnIuosvhfax2TQTEmN7OYTcSvK) - Shaun Spalding
* [Getting started with the Godot game engine in 2021](https://www.youtube.com/playlist?list=PLhqJJNjsQ7KEcm-iYJ2a8UCRN62bTneKa) - GDQuest
* [Godot 3 2D Platform Game](https://www.youtube.com/playlist?list=PL9FzW-m48fn2jlBu_0DRh7PvAt-GULEmd) - HeartBeast
* [Godot 3 Tutorial Series - Create a Simple 3D Game](https://www.youtube.com/playlist?list=PLda3VoSoc_TSBBOBYwcmlamF1UrjVtccZ) - BornCG
* [Godot Action RPG Series](https://www.youtube.com/playlist?list=PL9FzW-m48fn2SlrW0KoLT4n5egNdX-W9a) - HeartBeast
* [Godot Space Sidescroller Tutorial Series](https://www.youtube.com/playlist?list=PL6bQeQE-ybqAzXZlZCiRKCtu6RbkXLgmh) - PlugWorld
* [Godot Wave Shooter Tutorials](https://www.youtube.com/playlist?list=PL6bQeQE-ybqAYoaWz_ZEE2X4wX6PhwCWR) - PlugWorld
* [Make a Platform Shooter - GameMaker Studio 2](https://www.youtube.com/playlist?list=PL9FzW-m48fn3Ya8QUTsqU-SU6-UGEqhx6) - HeartBeast
* [Multiplayer Shooter Tutorials - Godot](https://www.youtube.com/playlist?list=PL6bQeQE-ybqDmGuN7Nz4ZbTAqyCMyEHQa) - PlugWorld
* [Unity Beginner Fundamentals](https://learn.unity.com/course/unity-beginner-fundamentals)(Unity Learn)
* [Unity Beginner Tutorials](https://www.youtube.com/playlist?list=PLPV2KyIb3jR5QFsefuO2RlAgWEz6EvVi6) (Brackeys)
* [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](https://www.youtube.com/playlist?list=PLFBirL3MAv29Vy_L7MmV2QaZLvAadFPHR) - Gwendolyn Faraday
* [Git & GitHub](https://www.youtube.com/playlist?list=PLWKjhJtqVAbkFiqHnNaxpOPhh9tSWMXIF) - Briana Marie, freeCodeCamp.org (YouTube)
* [Git & GitHub Crash Course](https://www.udemy.com/course/git-and-github-crash-course-creating-a-repository-from-scratch/) - Kalob Taulien (Udemy)
* [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)
* [GIT for beginners](https://www.eduonix.com/git-for-beginners) - Maksym Rudnyi (Eduonix Learning Solutions) *(account or email address required)*
* [GitHowTo](https://githowto.com)
* [How to Use Git and GitHub](https://www.udacity.com/course/how-to-use-git-and-github--ud775) (Udacity)
* [Introduction to Git and GitHub](https://www.coursera.org/learn/introduction-git-github) - Google (Coursera)
### 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
* [Golang in under an hour](https://www.youtube.com/watch?v=N0fIANJkwic) - Eli Goldberg
* [Golang Tutorial - Learn Go Programming Language](https://www.geeksforgeeks.org/golang-tutorial-learn-go-programming-language/) - GeeksforGeeks
* [Gophercises: Free Coding Exercises for Budding Gophers](https://gophercises.com) - Jon Calhoun (email address *required*)
* [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 & CSS](https://www.youtube.com/playlist?list=PLillGF-RfqbZTASqIqdvm1R5mLrQq79CU) - Brad Traversy, Traversy Media (YouTube)
* [HTML & CSS Crash Course](https://www.youtube.com/playlist?list=PL4cUxeGkcC9ivBf_eKCPIAYXWzLlPAm6G) - The Net Ninja (Shaun Pelling)
* [HTML and CSS Crash Course](https://scrimba.com/learn/htmlcss) - Kevin Powell (scrimba)
* [HTML and CSS Tutorials](https://www.youtube.com/playlist?list=PL0eyrZgxdwhwNC5ppZo_dYGVjerQY3xYU) - Dani Krossing
* [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 HTML and CSS](https://www.bitdegree.org/courses/coding-for-beginners-space-doggos) (BitDegree)
* [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)
* [The Complete Swift iOS Developer - Create Real Apps in Swift](https://www.udemy.com/course/the-complete-ios-10-developer-course/) - Grant Klimaytys (Udemy)
### Java
* [Advanced Software Construction in Java](https://www.edx.org/course/advanced-software-construction-java-mitx-6-005-2x#!)
* [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 Design Patterns and Architecture](https://www.udemy.com/course/java-design-patterns-tutorial) - John Purcell (Udemy)
* [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](https://java-programming.mooc.fi) - University of Helsinki
* [Java Programming: Solving Problems with Software](https://www.coursera.org/learn/java-programming) - (Coursera)
* [Java tutorial for beginners](https://youtube.com/playlist?list=PLZPZq0r_RZOMhCAyywfnYLlrjiVOkdAI1) - Bro Code (YouTube)
* [Learn how to program: Java](https://www.learnhowtoprogram.com/java-june-2017) - Epicodus Inc.
* [Learn Java](https://www.sololearn.com/learning/1068) - Sololearn *(email address required)*
* [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)
* [Programming in Java](https://nptel.ac.in/courses/106/105/106105191/) - Prof. Debasis Samanta (NPTEL)
* [Software Construction in Java](https://www.edx.org/course/software-construction-java-mitx-6-005-1x)
* [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, Vishwas Gopinath (YouTube)
* [Functional Programming in Javascript](https://www.youtube.com/playlist?list=PL0zVEGEvSaeEd9hlmCXrk5yUyqUag-n84) - Mattias Petter Johansson «Fun Fun Function» (Youtube)
* [Intro to JavaScript ES6 programming](https://www.youtube.com/playlist?list=PL-xu4i_QDSxcoDNeh8rx5-pHCCTOg0XsI)
* [Intro To JavaScript Unit Testing & BDD](https://www.youtube.com/watch?v=u5cLK1UrFyQ) - Traversy Media
* [Javascript course](https://www.youtube.com/playlist?list=PLRAV69dS1uWSxUIk5o3vQY2-_VKsOpXLD) - Hitesh Choudhary
* [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 JavaScript - Full Course for Beginners](https://www.youtube.com/watch?v=PkZNo7MFNFg) - Beau Carnes, freeCodeCamp.org (YouTube)
* [Learn modern JavaScript](https://scrimba.com/learn/es6) - Beau Carnes (Scrimba) (Scrimba account *required*)
* [Learn to Program in Javascript: Beginner to Pro](https://www.udemy.com/course/programming-in-javascript) - Raghavendra Dixit (Udemy)
* [learn:query](https://learnquery.infinum.co)
* [Namaste 🙏 JavaScript: An In-Depth JavaScript Fundamentals Course](https://www.youtube.com/playlist?list=PLlasXeu85E9cQ32gLCvAvr9vNaUccPVNP) - Akshay Saini (YouTube)
* [Programming Foundations with Javascript, HTML and CSS](https://www.coursera.org/learn/duke-programming-web) - Owen Astrachan, Robert Duvall, Andrew D. Hilton, Susan H. Rodger (Coursera)
* [Understanding RxJS](https://youtube.com/playlist?list=PL55RiY5tL51pHpagYcrN9ubNLVXF8rGVi) - Academind
* [Vanilla JavaScript](https://www.youtube.com/playlist?list=PLillGF-RfqbbnEGy3ROiLWk7JMCuSyQtX) - Brad Traversy, Traversy Media (YouTube)
#### AngularJS
> :information_source: See also &#8230; [Angular](#angular)
* [Egghead.io - AngularJS](https://www.youtube.com/playlist?list=PLP6DbQBkn9ymGQh2qpk9ImLHdSH5T7yw7) - John Lindquist (YouTube)
* [Learn AngularJS 1.X](https://www.codecademy.com/learn/learn-angularjs) - Codecademy (Codecademy account *required*)
* [Shaping up with Angular.js](https://www.codeschool.com/courses/shaping-up-with-angular-js) - Codeschool (Codeschool account *required*)
#### D3.js
* [D3 101](https://www.youtube.com/playlist?list=PL9yYRbwpkykvjkfuRslECO9c1qTq3GgUb) - Curran Kelleher
* [Learn D3](https://www.codecademy.com/learn/learn-d3) - Codecademy *(account required)*
#### Electron
* [Electron Js - Build real desktop apps](https://youtube.com/playlist?list=PLtWy6rdN1yBntIyLeNo-fCVR6AaK7vdyl) - Vishwas Gopinath, How To Code (YouTube)
* [Electron js Tutorials](https://youtube.com/playlist?list=PLC3y8-rFHvwiCJD3WrAFUrIMkGVDE0uqW) - Codevolution (YouTube)
#### jQuery
* [Bento jQuery Track](https://bento.io/topic/jquery) (Bento)
* [Introduction to JQuery](https://www.udacity.com/course/intro-to-jquery--ud245) (Udacity)
* [jQuery Crash Course](https://www.youtube.com/playlist?list=PLillGF-RfqbYJVXBgZ_nA7FTAAEpp_IAc) - Brad Traversy, Traversy Media (YouTube)
#### 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)
* [Building a RESTful API with Node.js](https://www.youtube.com/playlist?list=PL55RiY5tL51q4D-B63KBnygU6opNPFk_q) - Academind (Youtube)
* [Express JS Crash Course](https://www.youtube.com/watch?v=L72fhGm1tfE) - Brad Traversy, Traversy Media (Youtube)
* [Node and Express Tutorial](https://www.youtube.com/watch?v=TNV0_7QRDwY) - John Smilga, Coding Addict (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
* [Full-Stack Web Development with React Specialization](https://www.coursera.org/specializations/full-stack-react) - Jogesh K. Muppala (Coursera)
* [React](https://progate.com/languages/react) (progate) *(account required)*
* [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 Basics](https://www.youtube.com/playlist?list=PLe30vg_FG4OSw8SIcLVci-jB_-W1ZkLYp) - Bitfumes
* [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
* [Introduction to React Native](https://fullstackopen.com/en/part10/introduction_to_react_native) - Full Stack Open
* [React Native for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9ixPU-QkScoRBVxtPPzVjrQ) - The Net Ninja
* [React Native Tutorial (2021)](https://youtube.com/playlist?list=PL8kfZyp--gEXs4YsSLtB3KqDtdOFHMjWZ) - Programming with Mash, MAhdi SHarifimehr (YouTube)
* [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*)
#### Svelte
* [Learn the Svelte JavaScript Framework](https://www.youtube.com/watch?v=ujbE0mzX-CU) - Noah Glaser, freeCodeCamp (YouTube)
* [Svelte Tutorial](https://www.youtube.com/watch?v=vhGiGqZ78Rs) - Beau Carnes, freeCodeCamp (YouTube)
#### 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
* [Advanced Android with Kotlin](https://www.udacity.com/course/advanced-android-with-kotlin--ud940) (Udacity)
* [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 Administration Tutorial Videos](https://www.youtube.com/playlist?list=PL9ooVrP1hQOH3SvcgkC4Qv2cyCebvs0Ik) - edureka!
* [Linux Command Line](https://www.udemy.com/course/command-line/) - Adam Eubankas (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)
* [Intro to Self-Driving Cars Nanodegree](https://www.udacity.com/course/intro-to-self-driving-cars--nd113) - Cezanne Camacho, Andrew Paster, Anthony Navarro, Tarin Ziyaee et al. (Udacity)
* [Machine Learning](https://www.sololearn.com/Course/machine-learning) (SoloLearn) *(account required)*
* [Machine Learning Recipes with Josh Gordon](https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal)
* [Machine Learning Tutorial Python \| Machine Learning For Beginners](https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw) - Dhaval Patel
* [Machine Learning with Python by Saeed Aghabozorgi](https://cognitiveclass.ai/courses/machine-learning-with-python) (cognitiveclass.ai)
* [Mathematics for Machine Learning - Linear Algebra](https://www.youtube.com/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3) - Imperial College London, Dr David Dye, Dr Sam Cooper
* [Mathematics for Machine Learning - Multivariate Calclus](https://www.youtube.com/playlist?list=PLiiljHvN6z193BBzS0Ln8NnqQmzimTW23) - Imperial College London, Dr David Dye, Dr Sam Cooper
* [Pattern Recognition and Machine Learning](https://www.microsoft.com/en-us/research/people/cmbishop/#!prml-book)
* [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)
* [Introduction to Matlab in English](https://www.youtube.com/playlist?list=PLGED90Y_uL1KLpdRmVtwfpNoYCWU9RPkK) -Mohammed Mohammed
* [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/)
### Misc
* [Advanced Adobe XD (Web Design)](https://webdesign.tutsplus.com/courses/advanced-adobe-xd-for-everyone) - Adi Purdila
* [Advanced Data Structures](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/)
* [Advanced NLP using spaCy](https://course.spacy.io) - Ines Montani
* [Algorithm Design and Implementation](https://www.youtube.com/playlist?list=PL6EF0274BD849A7D5)
* [Berkeley's CS 61A: Taught using SICP](https://archive.org/details/ucberkeley-webcast-PL3E89002AA9B9879E?tab=collection)
* [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)
* [Cloud Computing and Development](https://uaceit.com/courses/cloud-computing-and-development) - Ashwin Kumar Ramaswamy (UAceIt)
* [Computer Graphics](http://nptel.ac.in/courses/106106090/)
* [Embedded Software Safety](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) (P. Koopman)
* [FindLectures.com](https://web.archive.org/web/20161219180842/https://www.findlectures.com/?class1=Technology) - Index of conference talks by language / topic (:card_file_box: *archived*)
* [Introduction to Information Security](https://www.udacity.com/course/intro-to-information-security--ud459)
* [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)
* [Made with ML](https://madewithml.com) - Goku Mohandas (Applied ML · MLOps · Production)
* [MIT Numerical Methods (2014)](http://www.iitg.ernet.in/kartha/CE601-14/CourseSchedule.htm)
* [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)
* [Shawn Hymel Presents: Introduction to RTOS](https://www.youtube.com/playlist?list=PLEBQazB0HUyQ4hAPU1cJED6t3DU0h34bz) - Digi-Key (Youtube)
* [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.
* [Learn Top Ten Frameworks In PHP By Building Projects](https://www.eduonix.com/courses/Web-Development/learn-top-ten-frameworks-in-php-by-building-projects) - Eduonix Learning Solutions *(account or email address required)*
* [PHP & MySQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWrjkpK2zD4TWKWMWVfeYK-b) - The Bad Tutorials (2015)
* [PHP Courses for Beginner](https://www.learn-php.org) - Learn-PHP.org
* [PHP OOP Tutorials](https://www.youtube.com/playlist?list=PL0eyrZgxdwhypQiZnYXM7z7-OTkcMgGPh) - Dani Krossing
* [PHP Programming Language Tutorial - Full Course](https://www.youtube.com/watch?v=OK_JCtrrv-c) - freeCodeCamp.org (2018)
* [PHP Tutorial](https://www.tutorialrepublic.com/php-tutorial/) - TutorialRepublic
* [PHP Tutorials](https://www.youtube.com/playlist?list=PL0eyrZgxdwhwBToawjm9faF1ixePexft-) - Dani Krossing
### PLC - Programmable logic controllers
* [Learning motion control and IO with Beckhoff TwinCAT PLCs](https://www.youtube.com/playlist?list=PLE1CU6EebvTD29gsHo1djsKU7J5Dtp0Bn) - Evan Jensen (YouTube)
* [Learning PLCs with Structured Text](https://www.youtube.com/playlist?list=PLE1CU6EebvTCJCMIUOSWgMseMaW-2k5zH) - Evan Jensen (YouTube)
* [PLC programming using TwinCAT 3](https://www.youtube.com/playlist?list=PLimaF0nZKYHz3I3kFP4myaAYjmYk1SowO) - Jakob Sagatowski (YouTube)
### 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](https://cs61a.org)
* [Codesdope](https://www.codesdope.com/python-introduction)
* [Fork Python](https://practice.geeksforgeeks.org/courses/fork-python) (GeeksForGeeks)
* [Google's Python Course](https://developers.google.com/edu/python/)
* [Introduction to Computer Science and Programming](https://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)
* [Introduction to Scripting in Python Specialization](https://www.coursera.org/specializations/introduction-scripting-in-python) (Coursera)
* [Learn Python](https://pythonspot.com)
* [Learn Python - Free Interactive Python Tutorial](https://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)
* [Practical Python: An Immersive Python Course](https://practical.learnpython.dev) - Nina Zakharenko
* [Practical Python Programming](https://dabeaz-course.github.io/practical-python/) - David Beazley
* [Programming, Data Structures And Algorithms Using Python](https://nptel.ac.in/courses/106/106/106106145/) - Prof. Madhavan Mukund (NPTEL)
* [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 Built in Functions A to Z Tutorial and Examples](https://www.youtube.com/playlist?list=PLrJGwAG1U62RW_hGGnk7xXG0LciHkT54X) - Brainy Things
* [Python Course](https://www.python-course.eu)
* [Python Course from scratch](https://scrimba.com/playlist/pNpZMAB) - Olaf Paulson (scrimba)
* [Python Data Analysis](https://www.coursera.org/learn/python-analysis) - Scott Rixner, Joe Warren (Coursera)
* [Python for Everybody](https://www.py4e.com/lessons) (Coursera Reading Materials with YouTube Videos)
* [Python in 80 minutes](https://www.udemy.com/course/learn-python-in-80-minutes/) - Muhammed Ali Dilek (Udemy)
* [Python Learn Course](https://www.kaggle.com/learn/python) - Colin Morris (Kaggle)
* [Python OOP Tutorials - Working with Classes](https://www.youtube.com/playlist?list=PL-osiE80TeTsqhIuOqKhwlXsIBIdSeYtc) - Corey Schafer
* [Python Pandas For Your Grandpa](https://www.gormanalysis.com/blog/python-pandas-for-your-grandpa/) - Ben Gorman
* [Python Programming Essentials](https://www.coursera.org/learn/python-programming) - Scott Rixner, Joe Warren (Coursera)
* [Python Programming Language](https://www.geeksforgeeks.org/python-programming-language/) (Geeks for Geeks)
* [Python Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpX_byHyTEj9hecPngl2DqR)
* [Python Tutorial - Python for Beginners [Full Course]](https://www.youtube.com/watch?v=_uQrJ0TkZlc) (Programming with Mosh)
* [Python Tutorials](https://www.youtube.com/playlist?list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU) - Corey Schafer
* [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://www.dj4e.com) - Charles R. Severence
* [Django Tutorial for Beginners](https://www.youtube.com/playlist?list=PLsyeobzWxl7r2ukVgTqIQcl-1T0C2mzau) - Navin Reddy
* [Django Tutorials](https://www.youtube.com/playlist?list=PL-osiE80TeTtoQCKZ03TU5fNfx2UY6U4p) - Corey Schafer
* [Django Tutorials for Beginners](https://www.youtube.com/playlist?list=PLK8cqdr55Tsv-D2HMdrnD32oOVBNvmxjr) - Programming With Harry(English)
* [Python Django Tutorial 2018 for Beginners](https://www.youtube.com/playlist?list=PL-J2q3Ga50oOpni_xS2PPUe4mf9lM96dD) - Clever Programmer
#### Flask
* [Flask Tutorials](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
* [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#!)
* [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
* [Computer Systems Security](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014) - Prof. Nickolai Zeldovich (MIT OpenCourseWare)
* [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
### 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
* [ES6 and Typescript Tutorial](https://www.youtube.com/playlist?list=PLC3y8-rFHvwhI0V5mE9Vu6Nm-nap8EcjV) - Codevolution, Vishwas Gopinath (YouTube)
* [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)
#### Angular
> :information_source: See also &#8230; [AngularJS](#angularjs)
* [Angular 6 Tutorials](https://www.youtube.com/playlist?list=PLYxzS__5yYQlqCmHqDyW3yo5V79C7eaTe) - codedamn (YouTube)
* [Angular Courses](https://www.youtube.com/playlist?list=PLTjRvDozrdlxAhsPP4ZYtt3G8KbJ449oT) - Programming with Mosh (YouTube)
* [Angular Crash Course 2021](https://www.youtube.com/watch?v=3dHNOWTI7H8) - Brad Traversy, Traversy Media (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)
#### Deno
* [Deno Beginner](https://denobeginner.com) - Ahmad Awais (email address *required*)
### 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)
* [Command Line Power User - for web developers](https://commandlinepoweruser.com) - WesBos (email address *required*)
* [CS50’s Web Programming with Python and JavaScript](https://cs50.harvard.edu/web/2020/) - Brian Yu, David J. Malan (edX Harvard CS50)
* [Discover Flask - Full Stack Web Development with Flask](https://github.com/realpython/discover-flask)
* [Essential Nextjs Typescript Tailwind Stack](https://www.youtube.com/playlist?list=PLKEkvhqFCRwL94nLP-TdIfNmbiZk5FCMx) - Fireship, Ben Awad, Traversy Media, Devs Force
* [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 Foundations](https://www.udacity.com/course/full-stack-foundations--ud088) - by AWS on Udacity
* [Full stack open](https://fullstackopen.com/en/) - University of Helsinki, Houston Inc., Terveystalo, Elisa, K-ryhmä, Unity Technologies, Konecranes
* [Learn web development](https://developer.mozilla.org/en-US/docs/Learn) - Mozilla Contributors
* [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 Development for Beginners - A Curriculum](https://github.com/microsoft/Web-Dev-For-Beginners) - Microsoft
* [Web Devevelopment Tutorials for Beginners](https://www.youtube.com/playlist?list=PLoYCgNOIyGAB_8_iq1cL8MVeun7cB6eNc) - LearnCode.academy
* [Web Information Retrieval](https://www.youtube.com/playlist?list=PLAQopGWlIcya-9yzQ8c8UtPOuCv0mFZkr) - L. Becchetti, A. Vitaletti (University of Sapienza Rome)
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