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1088 lines
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1088 lines
80 KiB
### Index |
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* [0 - MOOC](#0---mooc) |
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* [Algorithms & Data Structures](#algorithms--data-structures) |
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* [Android](#android) |
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* [APL](#apl) |
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* [Artificial Intelligence](#artificial-intelligence) |
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* [Assembly](#assembly) |
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* [AutoIt](#autoit) |
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* [Bash / Shell](#bash--shell) |
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* [Blockchain](#blockchain) |
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* [C](#c) |
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* [C#](#csharp) |
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* [C++](#cpp) |
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* [Clojure](#clojure) |
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* [Cloud Computing](#cloud-computing) |
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* [Compilers](#compilers) |
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* [Computer Organization and Architecture](#computer-organization-and-architecture) |
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* [Computer Science](#computer-science) |
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* [CUDA](#cuda) |
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* [Dart](#dart) |
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* [Data Science](#data-science) |
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* [Databases](#databases) |
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* [NoSQL](#nosql) |
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* [SQL](#sql) |
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* [Deep Learning](#deep-learning) |
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* [DevOps](#devops) |
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* [Docker](#docker) |
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* [Elastic](#elastic) |
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* [Flutter](#flutter) |
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* [Game Development](#game-development) |
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* [Git](#git) |
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* [Go](#go) |
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* [Haskell](#haskell) |
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* [HTML and CSS](#html-and-css) |
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* [Bootstrap](#bootstrap) |
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* [iOS](#ios) |
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* [Java](#java) |
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* [JavaScript](#javascript) |
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* [AngularJS](#angularjs) |
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* [D3.js](#d3js) |
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* [Electron](#electron) |
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* [jQuery](#jquery) |
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* [Next.js](#nextjs) |
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* [NodeJS](#nodejs) |
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* [React](#react) |
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* [React Native](#react-native) |
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* [Redux](#redux) |
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* [Svelte](#svelte) |
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* [Vue.js](#vuejs) |
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* [Kotlin](#kotlin) |
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* [Kubernetes](#kubernetes) |
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* [Linux](#linux) |
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* [Lua](#lua) |
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* [Machine Learning](#machine-learning) |
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* [Markdown](#markdown) |
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* [Matlab](#matlab) |
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* [Misc](#misc) |
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* [.NET](#net) |
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* [Objective-C](#objective-c) |
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* [OCaml](#ocaml) |
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* [Operating Systems](#operating-systems) |
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* [Perl](#perl) |
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* [Pharo](#pharo) |
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* [PHP](#php) |
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* [PLC - Programmable logic controllers](#plc---programmable-logic-controllers) |
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* [Processing](#processing) |
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* [Python](#python) |
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* [Django](#django) |
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* [Flask](#flask) |
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* [QB64](#qb64) |
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* [R](#r) |
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* [Robotics](#robotics) |
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* [Ruby](#ruby) |
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* [Rust](#rust) |
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* [Scala](#scala) |
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* [Security](#security) |
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* [Solidity](#solidity) |
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* [Spark](#spark) |
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* [Swift](#swift) |
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* [Vapor](#vapor) |
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* [Theory](#theory) |
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* [TypeScript](#typescript) |
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* [Angular](#angular) |
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* [Deno](#deno) |
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* [Verilog / VHDL / SystemVerilog](#verilog--vhdl--systemverilog) |
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* [Web Development](#web-development) |
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### 0 - MOOC |
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* [Codecademy](https://www.codecademy.com) |
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* [Coursera](https://www.coursera.org) |
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* [Datacamp](https://www.datacamp.com) |
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* [edX](https://www.edx.org) |
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* [freeCodeCamp](https://www.freecodecamp.org) |
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* [FutureLearn](https://www.futurelearn.com) |
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* [IITBombayX (IITBX)](https://www.iitbombayx.in) |
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* [Khan Academy](https://www.khanacademy.org) |
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* [MIT OCW](http://ocw.mit.edu) |
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* [MOOC.fi](https://www.mooc.fi/en/) |
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* [NPTEL](https://onlinecourses.nptel.ac.in) |
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* [openHPI](https://open.hpi.de) |
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* [openSAP](https://open.sap.com) |
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* [Platzi](https://courses.platzi.com) |
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* [Udacity](https://www.udacity.com) |
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### Algorithms & Data Structures |
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* [Advanced Data Structures](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/) - Erik Demaine |
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* [Algorithm Design and Implementation](https://www.youtube.com/playlist?list=PL6EF0274BD849A7D5) |
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* [Algorithms](https://www.youtube.com/playlist?list=PLDN4rrl48XKpZkf03iYFl-O29szjTrs_O) - Abdul Bari |
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* [Analysis of Algorithms (CSE 373)](https://www3.cs.stonybrook.edu/~skiena/373/videos) - Steven Skiena |
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* [Berkeley University CS 61B: Data Structures](http://datastructur.es/sp16/) |
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* [Berkeley's CS 61B: Data Structures](https://archive.org/details/ucberkeley_webcast_QMV45tHCYNI) |
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* [Complete C++ Placement DSA Course](https://www.youtube.com/playlist?list=PLDzeHZWIZsTryvtXdMr6rPh4IDexB5NIA) - CodeHelp - by Babbar |
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* [Data Structures](https://www.youtube.com/playlist?list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P) - mycodeschool |
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* [Data Structures](https://stepik.org/course/579/syllabus) - Niema Moshiri, Liz Izhikevich (Stepik) |
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* [Data Structures and Algorithms](https://youtube.com/playlist?list=PLBZBJbE_rGRV8D7XZ08LK6z-4zPoWzu5H) - CS Dojo |
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* [Data Structures and Algorithms](https://www.youtube.com/playlist?list=PLdo5W4Nhv31bbKJzrsKfMpo_grxuLl8LU) - Jenny's lectures CS/IT NET&JRF |
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* [Data Structures and Algorithms for Beginners](https://www.youtube.com/watch?v=BBpAmxU_NQo) - Moshfegh Hamedani (Programming with Mosh) |
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* [Data Structures and Algorithms Specialization](https://www.coursera.org/specializations/data-structures-algorithms) - UC San Diego, HSE University |
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* [Data Structures Easy to Advanced Course - Full Tutorial from a Google Engineer](https://www.youtube.com/watch?v=RBSGKlAvoiM) - William Fiset (freeCodeCamp) |
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* [IIT Bombay Foundation of Data Structures (CS213.1x)](https://courses.edx.org/courses/course-v1:IITBombayX+CS213.1x+1T2017/course/) |
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* [Intro to Data Structures and Algorithms](https://www.udacity.com/course/data-structures-and-algorithms-in-python--ud513) - Brynn Claypoole, Horatio Thomas (Udacity) |
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* [JavaScript Algorithms and Data Structures](https://www.youtube.com/playlist?list=PLC3y8-rFHvwjPxNAKvZpdnsr41E0fCMMP) - Codevolution |
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* [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 |
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* [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 |
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* [MIT's Introduction to Algorithms (Fall 2011)](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/) |
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* [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 |
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* [Online Java + DSA + Interview preparation course](https://www.youtube.com/playlist?list=PL9gnSGHSqcnr_DxHsP7AW9ftq0AtAyYqJ) - Kunal Kushwaha |
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* [Princeton University Algorithms, Part 1](https://www.coursera.org/learn/algorithms-part1) |
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* [Princeton University Algorithms, Part 2](https://www.coursera.org/learn/algorithms-part2) |
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* [Sorting Algorithms](https://www.youtube.com/playlist?list=PL2_aWCzGMAwKedT2KfDMB9YA5DgASZb3U) - mycodeschool |
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* [Stanford University Algorithms: Design and Analysis, Part 1](https://online.stanford.edu/courses/soe-ycsalgorithms1-algorithms-design-and-analysis-part-1) |
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* [Stanford University Algorithms: Design and Analysis, Part 2](https://online.stanford.edu/courses/soe-ycs0001-algorithms-design-and-analysis-part-2) |
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* [This is CS50x](https://cs50.harvard.edu/x/2021) - David J. Malan (Harvard OpenCourseWare) |
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### Android |
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* [Advanced Android App Development](https://www.udacity.com/course/advanced-android-app-development--ud855) (Udacity) |
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* [Advanced Android with Kotlin](https://www.udacity.com/course/advanced-android-with-kotlin--ud940) (Udacity) |
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* [Android App Development for Beginners Playlist](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBsvRxJJOzG4r4k_zLKrnxl) - Bucky Roberts (thenewboston) |
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* [Android Basics: Data Storage](https://www.udacity.com/course/android-basics-data-storage--ud845) (Udacity) |
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* [Android Basics: Multiscreen Apps](https://www.udacity.com/course/android-basics-multiscreen-apps--ud839) (Udacity) |
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* [Android Basics: Networking](https://www.udacity.com/course/android-basics-networking--ud843) (Udacity) |
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* [Android Basics: User Input](https://www.udacity.com/course/android-basics-user-input--ud836) (Udacity) |
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* [Android Basics: User Interface](https://www.udacity.com/course/android-basics-user-interface--ud834) (Udacity) |
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* [Android Developer Fundamentals (Version 2) — Codelab](https://developer.android.com/courses/fundamentals-training/toc-v2) |
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* [Android Developer Fundamentals (Version 2) — Concepts](https://google-developer-training.github.io/android-developer-fundamentals-course-concepts-v2/index.html) |
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* [Android Performance](https://www.udacity.com/course/android-performance--ud825) (Udacity) |
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* [Build Native Mobile Apps with Flutter](https://www.udacity.com/course/build-native-mobile-apps-with-flutter--ud905) (Udacity) |
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* [CS194A Android Development](https://www.youtube.com/playlist?list=PL7NYbSE8uaBDcLkbXsQADdvBnVbavonGn) - Rahul Pandey (Stanford) |
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* [CS50 2019 - Android Track](https://www.youtube.com/playlist?list=PLhQjrBD2T381qULidYDKP55-4u1piASC1) - David J. Malan (Harvard OpenCourseWare) |
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* [Developing Android Apps](https://www.udacity.com/course/new-android-fundamentals--ud851) (Udacity) |
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* [Developing Android Apps with Kotlin](https://www.udacity.com/course/developing-android-apps-with-kotlin--ud9012) (Udacity) |
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* [Firebase in a Weekend: Android](https://www.udacity.com/course/firebase-in-a-weekend-by-google-android--ud0352) (Udacity) |
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* [Gradle for Android and Java](https://www.udacity.com/course/gradle-for-android-and-java--ud867) (Udacity) |
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* [Jetpack Compose](https://www.youtube.com/playlist?list=PLQkwcJG4YTCSpJ2NLhDTHhi6XBNfk9WiC) - Philipp Lackner |
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* [Kotlin Bootcamp for Programmers](https://www.udacity.com/course/kotlin-bootcamp-for-programmers--ud9011) (Udacity) |
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* [Learn Android Application Development for Beginners](https://www.udemy.com/course/learn-android-application-development-y/) - Johan Jurrius, ProgramMe Programming (Udemy) |
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* [Learn how to program: Android](https://www.learnhowtoprogram.com/android) - Epicodus Inc. |
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* [Material design](https://material.io/guidelines/) |
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* [Material Design for Android Developers](https://www.udacity.com/course/material-design-for-android-developers--ud862) (Udacity) |
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* [Programming Cloud Services for Android Handheld Systems](https://www.coursera.org/course/mobilecloudprogram) |
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* [Programming Mobile Applications for Android Handheld Systems pt. 1](https://www.coursera.org/course/android) |
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* [Programming Mobile Applications for Android Handheld Systems pt. 2](https://www.coursera.org/course/androidpart2) |
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* [Programming Mobile Services for Android Handheld Systems: Communication](https://www.coursera.org/course/posacommunication) |
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* [Programming Mobile Services for Android Handheld Systems: Concurrency](https://www.coursera.org/course/posaconcurrency) |
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### APL |
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* [APL Course](https://course.dyalog.com) - Dyalog (:construction: *in process*) |
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* [APL Cultivation](https://aplwiki.com/wiki/APL_Cultivation) - Adám Brudzewsky |
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* [Dyalog APL Tutor](https://tutorial.dyalog.com) - Dyalog |
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* [Learn APL with Neural Networks](https://www.youtube.com/playlist?list=PLgTqamKi1MS3p-O0QAgjv5vt4NY5OgpiM) - Rodrigo Girão Serrão |
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### Artificial Intelligence |
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* [AI Courses](https://software.intel.com/content/www/us/en/develop/topics/ai/training/courses.html) - Intel Corporation |
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* [AI Fundamentals](https://www.udacity.com/course/ai-fundamentals--ud099) - Microsoft Azure (Udacity) |
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* [Aml-2018 Ambient Intelligence](https://www.youtube.com/playlist?list=PLqRTLlwsxDL8fUcY2Y54sITILyJcTySpC) - Fulvio Corno, Luigi De Russis, Alberto Monge Roffarello @ Politecnico di Torino |
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* [Artificial Intelligence on Google Cloud Platform](https://www.youtube.com/playlist?list=PL3N9eeOlCrP6Nhv4UFp67IsQ_TVDpXqXK) - Srivatsan Srinivasan @ AIEngineering (YouTube) |
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* [CS50’s Introduction to Artificial Intelligence with Python](https://cs50.harvard.edu/ai/2020/) - Brian Yu, David J. Malan (Harvard OpenCourseWare and EdX) |
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* [Elements of AI](https://www.elementsofai.com) - University of Helsinki, Reaktor |
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* [IBM AI Engineering Professional Certificate](https://www.coursera.org/professional-certificates/ai-engineer) - Romeo Kienzler, Saeed Aghabozorgi, Joseph Santarcangelo, Alex Aklson et al. (Coursera) |
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* [MIT Deep Learning and Artificial Intelligence Lectures](https://deeplearning.mit.edu) - Lex Fridman, et al. |
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* [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) |
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### Assembly |
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* [Binary Exploitation / Memory Corruption by LiveOverflow](https://www.youtube.com/playlist?list=PLhixgUqwRTjxglIswKp9mpkfPNfHkzyeN) - LiveOverflow (YouTube) |
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* [C Programming and Assembly Language](https://nptel.ac.in/courses/106/106/106106210/) - Prof. Janakiraman Viraraghavan, IIT Madras (NPTEL) |
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* [Introduction to Assembly Programming with ARM](https://www.udemy.com/course/introduction-to-assembly-programming-with-arm/) - Scott Cosentino (Udemy) |
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* [Introduction To Reverse Engineering Software](http://opensecuritytraining.info/IntroductionToReverseEngineering.html) - Matt Briggs (OpenSecurityTraining) |
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* [Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration](http://opensecuritytraining.info/IntroX86.html) - Xeno Kovah (OpenSecurityTraining) |
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### AutoIt |
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* [AutoIt Scripting Tutorial](https://www.youtube.com/playlist?list=PL4Jcq5zn02jKpjX0nqI1_fS7mEEb5tw6z) - TutsTeach (YouTube) |
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* [AutoIt Tutorials](https://www.youtube.com/playlist?list=PL1DCD109B801D0DE6) - 403forbidden403 (YouTube) |
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### Bash / Shell |
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* [Bash Basics for Cloud Computing](https://www.udemy.com/course/bash-basics-for-cloud-computing/) - Kumulus Technologies (Udemy) |
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* [Bento Shell Track](https://bento.io/topic/shell) - Jon Chan (Bento) |
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* [How to CMake Good](https://www.youtube.com/playlist?list=PLK6MXr8gasrGmIiSuVQXpfFuE1uPT615s) - vector-of-bool (YouTube) |
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* [Shell Scripting Tutorial](https://www.youtube.com/playlist?list=PL7B7FA4E693D8E790) - The Bad Tutorials (YouTube) |
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* [Shell Scripting Tutorial \| Shell Scripting Crash Course \| Linux Certification Training \| Edureka](https://www.youtube.com/watch?v=GtovwKDemnI) - edureka! |
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* [Shell Scripting Tutorial for Beginners](https://www.youtube.com/playlist?list=PLS1QulWo1RIYmaxcEqw5JhK3b-6rgdWO_) - ProgrammingKnowledge (YouTube) |
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### Blockchain |
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* [Blockchain Developer Tutorials](https://www.youtube.com/playlist?list=PLS5SEs8ZftgUTXs0OJD2LFpYBPr4L54id) - Gregory McCubbin (Dapp University) |
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* [Blockchain: Foundations and Use Cases](https://www.coursera.org/learn/blockchain-foundations-and-use-cases) - ConsenSys Academy (Coursera) |
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* [Blockchain Specialization](https://www.coursera.org/specializations/blockchain) - Bina Ramamurthy (Coursera) |
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* [Build 5 Dapps on the Ethereum Blockchain - Beginner Tutorial](https://www.youtube.com/watch?v=8wMKq7HvbKw) - Julien Klepatch, EatTheBlocks (freeCodeCamp.org) |
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* [Build and Deploy Your First Decentralized App with Etherem](https://www.udemy.com/course/your-first-decentralized-app/) - Gary Simon (Udemy) |
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* [CryptoZombies.io](https://cryptozombies.io) - CleverFlare, Loom Network |
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* [Solidity, Blockchain, and Smart Contract Course – Beginner to Expert Python Tutorial](https://www.youtube.com/watch?v=M576WGiDBdQ) - Patrick Collins (freeCodeCamp.org) |
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### C |
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* [C Language Tutorial for Beginners (With Notes)](https://www.youtube.com/watch?v=_MF8L7ZxwRE) - ProgrammingWithHarry (YouTube) |
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* [C Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoGzOXqtKeM71OLpvZbuU0P) |
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* [C Programming Tutorial for Beginners](https://www.youtube.com/watch?v=KJgsSFOSQv0) - Mike Dane (freeCodeCamp) |
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* [Introduction to Computer Science](https://www.edx.org/course/cs50s-introduction-to-computer-science) |
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* [The Arduino Platform and C Programming](https://www.coursera.org/learn/arduino-platform) |
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### <a id="csharp"></a>C\# |
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* [C# 101](https://channel9.msdn.com/Series/CSharp-101) - Scott Hanselman, Kendra Havens (Microsoft) |
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* [C# Programming All-in-One Tutorial Series (6 HOURS!)](https://www.youtube.com/watch?v=qOruiBrXlAw) - Caleb Curry (YouTube) |
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* [C# Tutorial - Full Course for Beginners](https://www.youtube.com/watch?v=GhQdlIFylQ8) - Mike Dane (freeCodeCamp) |
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* [C# Tutorial For Beginners - Learn C# Basics in 1 Hour](https://www.youtube.com/watch?v=gfkTfcpWqAY) - Moshfegh Hamedani (Programming with Mosh) |
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* [Learn how to program: C# and .NET](https://www.learnhowtoprogram.com/c-and-net) - Epicodus Inc. |
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### <a id="cpp"></a>C++ |
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* [C++ For Programmers](https://www.udacity.com/course/c-for-programmers--ud210) - Catherine Gamboa (Udacity) |
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* [C++ Programming Tutorial for Beginners (For Absolute Beginners)](https://www.youtube.com/playlist?list=PLS1QulWo1RIYSyC6w2-rDssprPrEsgtVK) - ProgrammingKnowledge |
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* [C++ Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoVZWSN-ze3VVtIfZfXwAGM) - The Bad Tutorials |
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* [C++ Tutorial for Beginners - Full Course](https://www.youtube.com/watch?v=vLnPwxZdW4Y) - Mike Dane (freeCodeCamp) |
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* [C++ Tutorial for Complete Beginners](https://www.udemy.com/course/free-learn-c-tutorial-beginners/) - John Purcell (Udemy) |
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* [Google's C++ Course](https://developers.google.com/edu/c++/) |
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* [Introduction to C++](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-096-introduction-to-c-january-iap-2011/) (MIT's opencourseware) |
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* [Introduction to C++](https://www.edx.org/course/introduction-to-c-3) - Microsoft (edX) (:card_file_box: *archived*) |
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### Clojure |
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* [Functional Programming with Clojure](http://mooc.fi/courses/2014/clojure/) |
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### Cloud Computing |
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* [Cloud Computing and Development](https://uaceit.com/courses/cloud-computing-and-development) - Ashwin Kumar Ramaswamy (UAceIt) (email address *required*) |
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* [Cloud Computing Full Course In 11 Hours \| Cloud Computing Tutorial For Beginners](https://www.youtube.com/watch?v=2LaAJq1lB1Q) - Edureka! |
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* [Microsoft Certified: Azure Fundamentals](https://docs.microsoft.com/en-us/learn/certifications/azure-fundamentals/) - Microsoft |
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### Compilers |
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* [Compilers](https://www.youtube.com/playlist?list=PL6KMWPQP_DM97Hh0PYNgJord-sANFTI3i) - Ghassan Shobaki (YouTube) |
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* [Stanford's Compilers](https://www.edx.org/course/compilers) |
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### Computer Organization and Architecture |
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* [Computer Organization & Architecture (COA)](https://www.youtube.com/playlist?list=PLBlnK6fEyqRgLLlzdgiTUKULKJPYc0A4q) - Neso Academy (YouTube) |
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### Computer Science |
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* [Berkeley's CS 61A: Taught using SICP](https://archive.org/details/ucberkeley-webcast-PL3E89002AA9B9879E?tab=collection) |
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* [LouvainX Paradigms of Computer Programming – Abstraction and Concurrency](https://www.edx.org/course/paradigms-computer-programming-louvainx-louv1-2x-1#!) |
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* [LouvainX Paradigms of Computer Programming – Fundamentals](https://www.edx.org/course/paradigms-computer-programming-louvainx-louv1-1x-1) |
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* [MIT 6.824 Distributed Systems (Spring 2020)](https://www.youtube.com/playlist?list=PLrw6a1wE39_tb2fErI4-WkMbsvGQk9_UB) |
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* [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 Computer Science and Programming](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/) - John Guttag (MIT OpenCourseWare) |
|
* [MIT's Introduction to Computer Science and Programming in Python](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/) - Ana Bell, Eric Grimson, John Guttag (MIT OpenCourseWare) |
|
* [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/) |
|
|
|
|
|
### 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 in 4 hours \| Full beginners tutorial](https://www.youtube.com/watch?v=5xlVP04905w) - Mike Dane (YouTube) |
|
* [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) |
|
* [Free Dart Course](https://www.youtube.com/playlist?list=PL6yRaaP0WPkVR2FiAS7TTCT_n2mDhwISE) - Vandad Nahavandipoor (YouTube) |
|
|
|
|
|
### Data Science |
|
|
|
* [Advanced Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/advanceddataminingwithweka/) |
|
* [Data Analysis and Visualization](https://www.udacity.com/course/data-analysis-and-visualization--ud404) - Georgia Tech (Udacity) |
|
* [Data Analysis with Python: Zero to Pandas](https://jovian.ai/learn/data-analysis-with-python-zero-to-pandas) (Jovian) |
|
* [Data Analysis with R](https://www.udacity.com/course/data-analysis-with-r--ud651) - Facebook (Udacity) |
|
* [Data Cleaning](https://www.kaggle.com/learn/data-cleaning) - Rachael Tatman (Kaggle) |
|
* [Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/) |
|
* [Data science for beginners](https://microsoft.github.io/Data-Science-For-Beginners) - Microsoft |
|
* [Data Science interview questions](https://www.youtube.com/playlist?list=PLZoTAELRMXVPkl7oRvzyNnyj1HS4wt2K-) - Krish Naik |
|
* [Data Visualization](https://www.kaggle.com/learn/data-visualization) - Alexis Cook (Kaggle) |
|
* [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) |
|
* [Intro to Data Analysis](https://www.udacity.com/course/intro-to-data-analysis--ud170) - Udacity |
|
* [Introduction to Data Science in Python](https://www.coursera.org/learn/python-data-analysis) - Christopher Brooks (Coursera) |
|
* [MIT's Introduction to Computational Thinking and Data Science](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/) - Eric Grimson, John Guttag, Ana Bell (MIT OpenCourseWare) |
|
* [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 |
|
|
|
* [Datastax Academy (Apache Cassandra)](https://www.datastax.com/dev/academy) - Datastax Inc. *(email address required)* |
|
* [MongoDB University](https://university.mongodb.com) - MongoDB, Inc. (email address *required*) |
|
* [Neo4j (Graph Database) Crash Course](https://www.youtube.com/watch?v=8jNPelugC2s) - Laith Academy (YouTube) |
|
* [Neo4j Graph Database Tutorial](https://www.youtube.com/playlist?list=PLqfPEK2RTgChcOZ6qHgSfwiBPCz2Bzdjh) - Satish C J (YouTube) |
|
* [Redis University](https://university.redis.com) - Redis Inc. *(email address required)* |
|
|
|
|
|
#### SQL |
|
|
|
* [Introduction to Database Queries](https://www.edx.org/course/introduction-to-database-queries) - Aspen Olmsted (edX New York University) |
|
* [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) - Moshfegh Hamedani (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 |
|
|
|
* [Advanced NLP using spaCy](https://course.spacy.io) - Ines Montani |
|
* [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 Learning with Pytorch: Zero tp GANs](https://jovian.ai/learn/deep-learning-with-pytorch-zero-to-gans) (Jovian) |
|
* [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 |
|
* [NYU Deep Learning SP21](https://youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI) Alfredo Canziani |
|
* [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) |
|
|
|
|
|
### DevOps |
|
|
|
* [DevOps Bootcamp](https://www.youtube.com/playlist?list=PL9gnSGHSqcnoqBXdMwUTRod4Gi3eac2Ak) - Kunal Kushwaha |
|
|
|
|
|
### Docker |
|
|
|
* [Docker](https://www.youtube.com/playlist?list=PLhW3qG5bs-L99pQsZ74f-LC-tOEsBp2rK) - Raghav Pal |
|
* [Docker Tutorial for Beginners](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBkvpSIgwchk0glHLz7CQ-7) - Thenewboston |
|
* [Docker Tutorial for Beginners](https://www.youtube.com/watch?v=fqMOX6JJhGo) - FreeCodeCamp |
|
* [Docker Tutorial for Beginners \[FULL COURSE in 3 Hours\]](https://www.youtube.com/watch?v=3c-iBn73dDE) - TechWorld with Nana |
|
* [Docker Tutorial for Beginners \| Full Course \[2021\]](https://www.youtube.com/watch?v=p28piYY_wv8) - Amigoscode |
|
* [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) |
|
|
|
|
|
### Elastic |
|
|
|
* [App Search Fundamentals](https://www.elastic.co/training/app-search-fundamentals) - Elastic |
|
* [App Search Web Crawler Fundamentals](https://www.elastic.co/training/app-search-web-crawler-fundamentals) - Elastic |
|
* [ECE Fundamentals](https://www.elastic.co/training/ece-fundamentals) - Elastic |
|
* [Elastic Security Fundamentals: SIEM]([https://www.elastic.co/training/kibana-for-splunk-spl-users](https://www.elastic.co/training/elastic-security-fundamentals-siem)) - Elastic |
|
* [Kibana for Splunk SPL Users](https://www.elastic.co/training/kibana-for-splunk-spl-users) - Elastic |
|
* [Kibana Fundamentals](https://www.elastic.co/training/kibana-fundamentals) - Elastic |
|
* [Observability Fundamentals](https://www.elastic.co/training/observability-fundamentals) - Elastic |
|
* [Workplace Search Fundamentals](https://www.elastic.co/training/workplace-search-fundamentals) - Elastic |
|
|
|
|
|
### Flutter |
|
|
|
* [Flutter Crash Course](https://fluttercrashcourse.com/courses/basics/lessons/materialapp-scaffold-appbar-text) - Nick Manning *(account required)* |
|
* [Flutter State Management Course](https://www.youtube.com/playlist?list=PL6yRaaP0WPkUf-ff1OX99DVSL1cynLHxO) - Vandad Nahavandipoor (YouTube) |
|
* [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) |
|
* [Free Flutter Course](https://www.youtube.com/playlist?list=PL6yRaaP0WPkVtoeNIGqILtRAgd3h2CNpT) - Vandad Nahavandipoor (YouTube) |
|
|
|
|
|
### 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) - Pluralsight Company (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) |
|
* [Complete Git and GitHub Tutorial](https://www.youtube.com/watch?v=apGV9Kg7ics) - Kunal Kushwaha |
|
* [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](https://www.youtube.com/playlist?list=PLhW3qG5bs-L8OlICbNX9u4MZ3rAt5c5GG) - Raghav Pal, Automation Step by Step |
|
* [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)* |
|
* [Git How To](https://githowto.com) - Alexander Shvets |
|
* [Git Tutorial - Learn Command-line Git & GitHub](https://www.youtube.com/playlist?list=PLpcSpRrAaOarEpNz71TSfNVd0eQmsZSgN) - LearnWebCode (YouTube) |
|
* [Git Tutorial for Beginners: Learn Git in 1 Hour](https://www.youtube.com/watch?v=8JJ101D3knE) - Moshfegh Hamedani (Programming with Mosh) |
|
* [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) |
|
* [Learn Git with Bitbucket Cloud](https://www.atlassian.com/git/tutorials/learn-git-with-bitbucket-cloud) - Atlassian |
|
|
|
|
|
### Go |
|
|
|
* [A Tour Of Go](https://tour.golang.org/welcome/1) |
|
* [DevOps BootCamp](https://github.com/jeffotoni/goworkshopdevops) - Jefferson Otoni Lima, et al. |
|
* [Go / Golang Crash Course](https://www.youtube.com/watch?v=SqrbIlUwR0U) - Traversy Media |
|
* [Golang \| Gin HTTP Framework](https://www.youtube.com/playlist?list=PL3eAkoh7fypr8zrkiygiY1e9osoqjoV9w) - Pragmatic Reviews |
|
* [Golang basics](https://www.youtube.com/playlist?list=PLve39GJ2D71xX0Ham0WoPaYfl8oTzZfN6) - Golang dojo |
|
* [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 \| Learn Go Programming](https://golangr.com) - golangr.com |
|
* [Learn Go Programming - Golang Tutorial for Beginners](https://www.youtube.com/watch?v=YS4e4q9oBaU) - FreeCodeCamp |
|
* [Let's go with golang](https://www.youtube.com/playlist?list=PLRAV69dS1uWQGDQoBYMZWKjzuhCaOnBpa) - Hitesh Choudhary |
|
|
|
|
|
### 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 and 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](https://web.archive.org/web/20210812200413/http://cs75.tv/2010/fall/) - David J. Malan [(YouTube)](https://www.youtube.com/playlist?list=PLvJoKWRPIu8GhAhDBAH0BFB9BS7YxM1WT) |
|
* [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 |
|
* [Conquering freeCodeCamp's Curriculum](https://youtube.com/playlist?list=PLgBH1CvjOA62oNEVgz-dECiCZCE_Q3ZFH) - Florin Pop (YouTube) |
|
* [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) |
|
* [CSS Tutorials](https://youtube.com/playlist?list=PLDyQo7g0_nsUjf046cCHKJ16U1SoXrElZ) - Dev Ed (YouTube) |
|
* [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 |
|
* [Get to know HTML Learn HTML Basics](https://www.udemy.com/course/html-online-course/) - Laurence Svekis (Udemy) |
|
* [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 Crash For Beginner](https://youtube.com/playlist?list=PL4-IK0AVhVjM0xE0K2uZRvsM7LkIhsPT-) - Kevin Powell (YouTube) |
|
* [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) |
|
* [HTML5 and CSS3 Fundamentals](https://www.udemy.com/course/html5-fundamentals-for-beginners/) - Stone River eLearning (Udemy) |
|
* [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 |
|
|
|
|
|
#### Bootstrap |
|
|
|
* [Bootstrap 4 Quick Start: Code Modern Responsive Websites](https://www.udemy.com/course/bootstrap-4) - Brad Hussey (Udemy) |
|
* [Bootstrap 5 Tutorial for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9joIM91nLzd_qaH_AimmdAR) - The Net Ninja |
|
* [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) |
|
* [Learn Bootstrap 5 and SASS by Building a Portfolio Website - Full Course](https://www.youtube.com/watch?v=iJKCj8uAHz8) - Patrick Muriungi, freeCodeCamp (YouTube) |
|
* [Rapid website design with Bootstrap](https://www.udemy.com/course/responsive-website-design) - Laurence Svekis (Udemy) |
|
|
|
|
|
### 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) |
|
* [SwiftUI Tutorials](https://www.youtube.com/playlist?list=PL8seg1JPkqgHyWCBHwXGmfysQpEQTfC3z) - Sean Allen |
|
* [SwiftUI Tutorials for Beginners](https://www.youtube.com/playlist?list=PLMRqhzcHGw1Z-lZaaun3A3mV9PbEfHANI) - CodeWithChris |
|
* [The Complete Swift iOS Developer - Create Real Apps in Swift](https://www.udemy.com/course/the-complete-ios-10-developer-course/) - Grant Klimaytys (Udemy) |
|
* [Unit Testing in iOS](https://www.youtube.com/playlist?list=PLMRqhzcHGw1ZLLvLwuW8AP3n-A3nsRn9P) - CodeWithChris |
|
|
|
|
|
### Java |
|
|
|
* [Advanced Software Construction in Java](https://openlearninglibrary.mit.edu/courses/course-v1:MITx+6.005.2x+1T2017/about) - MIT Open Learning Library |
|
* [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 Basics](https://www.udacity.com/course/java-programming-basics--ud282) - Cezanne Camacho, Asser Samak (Udacity) (account *required*) |
|
* [Java Programming: Solving Problems with Software](https://www.coursera.org/learn/java-programming) (Coursera) |
|
* [Java Server Tutorials - Happy Coding](https://happycoding.io/tutorials/java-server/) - Kevin Workman |
|
* [Java tutorial for beginners](https://youtube.com/playlist?list=PLZPZq0r_RZOMhCAyywfnYLlrjiVOkdAI1) - Bro Code (YouTube) |
|
* [Java Tutorial for Complete Beginners](https://www.udemy.com/course/java-tutorial/) - John Purcell (Udemy) |
|
* [JSP (Java server pages) and servlet basics](https://www.udemy.com/course/jsp-servlet-free/) - StudyEasy Organisation, Chaand Sheikh (Udemy) |
|
* [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 (OOP) In Java Course](https://www.youtube.com/playlist?list=PL9gnSGHSqcno1G3XjUbwzXHL8_EttOuKk) - Kunal Kushwaha (YouTube) |
|
* [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://openlearninglibrary.mit.edu/courses/course-v1:MITx+6.005.1x+3T2016/about) - MIT Open Learning Library |
|
* [Spring 5 Core - An Ultimate Guide](https://www.udemy.com/learn-spring-5-core-from-scratch/) - Somnath Musib (Udemy) |
|
|
|
|
|
### JavaScript |
|
|
|
* [Asynchronous Programming: The End of The Loop](https://egghead.io/courses/asynchronous-programming-the-end-of-the-loop) - Jafar Husain |
|
* [Beginner's Series to: JavaScript](https://youtube.com/playlist?list=PLlrxD0HtieHhW0NCG7M536uHGOtJ95Ut2) - Microsoft Developer (YouTube) |
|
* [Bento JavaScript Learning Track](https://bento.io/topic/javascript) (Bento) |
|
* [Cycle.js Fundamentals](https://egghead.io/courses/cycle-js-fundamentals) - André Staltz |
|
* [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 Array Methods](https://youtube.com/playlist?list=PLgBH1CvjOA62PBFIDq55-S6Beivje30A2) - Florin Pop (YouTube) |
|
* [JavaScript Coding Challenges](https://youtube.com/playlist?list=PLgBH1CvjOA63ROz8Wqd7RDD0qpvGXF8x5) - Florin Pop (YouTube) |
|
* [Javascript course](https://www.youtube.com/playlist?list=PLRAV69dS1uWSxUIk5o3vQY2-_VKsOpXLD) - Hitesh Choudhary |
|
* [Javascript Essentials](https://www.udemy.com/javascript-essentials/) - Lawrence Turton (Udemy) |
|
* [JavaScript Mini Course 2020](https://www.udemy.com/course/javascript-essentials-mini-course/) - Kalob Taulien (Udemy) |
|
* [JavaScript Tutorial for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9i9Ae2D9Ee1RvylH38dKuET) - The Net Ninja |
|
* [JavaScript Tutorial for beginners](https://www.youtube.com/watch?v=W6NZfCO5SIk) - Moshfegh Hamedani (Programming with Mosh) |
|
* [JavaScript Tutorials](https://www.youtube.com/playlist?list=PLTjRvDozrdlxEIuOBZkMAK5uiqp8rHUax) - Moshfegh Hamedani (Programming with Mosh) |
|
* [Javascript30](https://javascript30.com) - Wesbos |
|
* [Learn how to program: JavaScript](https://www.learnhowtoprogram.com/javascript) - Epicodus Inc. |
|
* [Learn JavaScript](https://youtube.com/playlist?list=PLgBH1CvjOA636I8hnHSyuOnX341XQrBth) - Florin Pop (YouTube) |
|
* [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.com) |
|
* [Namaste 🙏 JavaScript: An In-Depth JavaScript Fundamentals Course](https://www.youtube.com/playlist?list=PLlasXeu85E9cQ32gLCvAvr9vNaUccPVNP) - Akshay Saini (YouTube) |
|
* [npm - Mastering the Basics](https://www.udemy.com/course/npm-mastering-the-basics/) - Vishwas Gopinath (Udemy) |
|
* [Object-Oriented JavaScript](https://www.udacity.com/course/object-oriented-javascript--ud711) - Richard Kalehoff (Udacity) |
|
* [Offline Web Applications](https://www.udacity.com/course/offline-web-applications--ud899) - Google, Michael Wales (Udacity) |
|
* [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) |
|
* [The 10 Days of JavaScript](https://www.youtube.com/playlist?list=PLpcSpRrAaOaoIqHQddZOdbRrzr5dJtgSs) - Brad Schiff, LearnWebCode (YouTube) |
|
* [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 … [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 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) |
|
* [Next.js Tutorial for Beginners](https://youtube.com/playlist?list=PLC3y8-rFHvwgC9mj0qv972IO5DmD-H0ZH) - Codevolution |
|
|
|
|
|
#### 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) |
|
* [Data brokering with Node.js: Process data at the speed of technology](https://heynode.com) - Osio Labs Inc. *(signup requested, not required)* |
|
* [Express JS Crash Course](https://www.youtube.com/watch?v=L72fhGm1tfE) - Brad Traversy, Traversy Media (YouTube) |
|
* [ExpressJS Fundamentals](https://www.udemy.com/course/expressjs-fundamentals/) - Patrick Schroeder (Udemy) |
|
* [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) |
|
* [Node.js Crash Course Tutorial](https://www.youtube.com/playlist?list=PL4cUxeGkcC9jsz4LDYc6kv3ymONOKxwBU) - The Net Ninja |
|
* [Node.js Tutorial for Beginners](https://www.youtube.com/playlist?list=PLsyeobzWxl7occsESx2X1E2R2Uw5wCoeG) - Telusko (YouTube) |
|
* [Node.js Tutorial for Beginners: Learn Node in 1 Hour](https://www.youtube.com/watch?v=TlB_eWDSMt4) - Moshfegh Hamedani (Programming with Mosh) |
|
|
|
|
|
#### React |
|
|
|
* [Frontend Armory: React Fundamentals](https://frontarm.com/courses/react-fundamentals/) - James K. Nelson |
|
* [Full Modern React Tutorial](https://www.youtube.com/playlist?list=PL4cUxeGkcC9gZD-Tvwfod2gaISzfRiP9d) - The Net Ninja (with practical) |
|
* [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 Context & Hooks Tutorial](https://www.youtube.com/playlist?list=PL4cUxeGkcC9hNokByJilPg5g9m2APUePI) - The Net Ninja |
|
* [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 Frontend Web Development For Beginners](https://www.udemy.com/course/react-tutorial/) - Ryan Dhungel (Udemy) |
|
* [ReactJS Full Course for Beginners \| Complete All-in-One Tutorial \| 9 Hours](https://www.youtube.com/watch?v=RVFAyFWO4go) - Dave Gray |
|
* [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/courses/fundamentals-of-redux-course-from-dan-abramov-bd5cc867) |
|
* [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 |
|
|
|
* [Full Stack Vue.js, Express & MongoDB](https://www.youtube.com/playlist?list=PLillGF-RfqbYSx-Ab1xWVanGKtowTsnNm) - Traversy Media (YouTube) |
|
* [Get Started with Nuxt](https://explorers.netlify.com/learn/get-started-with-nuxt) - Debbie O'Brien (Netlify) |
|
* [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) |
|
* [Vue.js Tutorial](https://www.youtube.com/playlist?list=PL4cUxeGkcC9hYYGbV60Vq3IXYNfDk8At1) - The Net Ninja (YouTube) |
|
* [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) |
|
* [Kotlin Course - Tutorial for Beginners](https://www.youtube.com/watch?v=F9UC9DY-vIU) - Nate Ebel, freeCodeCamp (YouTube) |
|
* [Kotlin Newbie To Pro](https://www.youtube.com/playlist?list=PLQkwcJG4YTCRSQikwhtoApYs9ij_Hc5Z9) - Philipp Lackner |
|
* [Track: Kotlin Basics](https://hyperskill.org/tracks/18) - Hyperskill, JetBrains (Hyperskill) |
|
|
|
|
|
### Kubernetes |
|
|
|
* [Kubernetes Core Concepts](https://kube.academy/paths/kubernetes-core-concepts) - KubeAcademy (VMware) |
|
* [Kubernetes Tutorial for Beginners](https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC) - TechWorld with Nana |
|
|
|
|
|
### 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](https://web.archive.org/web/20201111225216/luatut.com/crash_course.html) |
|
|
|
|
|
### Machine Learning |
|
|
|
* [AWS Machine Learning Foundations Course](https://www.udacity.com/course/aws-machine-learning-foundations--ud065) - AWS (Udacity) |
|
* [Caltech's Learning From data](https://work.caltech.edu/telecourse.html) |
|
* [Complete Machine Learning Bootcamp](https://youtube.com/playlist?list=PLyzHIYrZBplo3K0dNUqppd2ynnoZPD6N1) - Code for Cause (Youtube) |
|
* [Complete Machine Learning in Python playlist](https://www.youtube.com/playlist?list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe) - Krish Naik (YouTube) |
|
* [Deep Learning Fundamentals](https://cognitiveclass.ai/courses/introduction-deep-learning) - DeepLearning.TV (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 Machine Learning using Microsoft Azure](https://www.udacity.com/course/introduction-to-machine-learning-using-microsoft-azure--ud00333) - Microsoft (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) |
|
* [Introduction to Machine Learning](https://openlearninglibrary.mit.edu/courses/course-v1:MITx+6.036+1T2019/about) - MIT Open Learning Library |
|
* [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 Specialization](https://www.coursera.org/specializations/machine-learning-introduction) - Andrew Ng, Eddy Shyu, Aarti Bagul, Geoff Ladwig (Coursera) |
|
* [Machine Learning Tutorial Python \| Machine Learning For Beginners](https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw) - Dhaval Patel |
|
* [Machine Learning with Python](https://cognitiveclass.ai/courses/machine-learning-with-python) - Saeed Aghabozorgi (cognitiveclass.ai) |
|
* [Machine Learning with Python: Zero to GBMs](https://jovian.ai/learn/machine-learning-with-python-zero-to-gbms) (Jovian) |
|
* [Made with ML](https://madewithml.com) - Goku Mohandas (Applied ML · MLOps · Production) |
|
* [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](https://pytorch.org/tutorials) - PyTorch.org |
|
* [Stanford SEE 229 - Machine Learning](https://see.stanford.edu/Course/CS229) |
|
* [Stanford University Machine Learning](https://www.coursera.org/learn/machine-learning) |
|
|
|
|
|
### Markdown |
|
|
|
* [Communicating using Markdown](https://lab.github.com/githubtraining/communicating-using-markdown) - GitHub Learning Lab *(GitHub account or email address required)* |
|
* [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) |
|
* [MATLAB Programming for Numerical Computation NPTEL](https://www.youtube.com/playlist?list=PLRWKj4sFG7-6_Xr9yqg6SMr_F80KdFVhN) - Niket Kaisare NPTEL (YouTube) |
|
* [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 |
|
* [Computer Graphics](http://nptel.ac.in/courses/106106090/) |
|
* [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 Quantum Computing and Quantum Hardware](https://qiskit.org/learn/intro-qc-qh) - Qiskit |
|
* [Introduction to Reinforcement Learning with David Silver](https://deepmind.com/learning-resources/-introduction-reinforcement-learning-david-silver) - David Silver |
|
* [MIT Numerical Methods (2014)](http://www.iitg.ernet.in/kartha/CE601-14/CourseSchedule.htm) |
|
|
|
|
|
### .NET |
|
|
|
> :information_source: See also … [C#](#csharp) |
|
|
|
|
|
### Objective-C |
|
|
|
* [Objective-C for Swift Developers](https://www.udacity.com/course/objective-c-for-swift-developers--ud1009) - Gabrielle Miller-Messner (Udacity) |
|
|
|
|
|
### 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) |
|
|
|
|
|
### Operating Systems |
|
|
|
* [Berkeley's CS 162: Operating Systems and Systems Programming](https://www.youtube.com/watch?v=feAOZuID1HM) |
|
* [Berkeley's CS 194: What is an Operating System?](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html) |
|
|
|
|
|
### Perl |
|
|
|
* [Perl Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpqRBcStwV0NwMA3nXMh5GC) |
|
* [Perl Tutorial: Basics to Advanced](https://youtube.com/playlist?list=PL1h5a0eaDD3rTG1U7w9wmff6ZAKDN3b16) - VLSI Academy |
|
|
|
|
|
### Pharo |
|
|
|
* [The Pharo MOOC](https://mooc.pharo.org) - Damien Cassou, Stéphane Ducasse, Luc Fabresse |
|
|
|
|
|
### 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)* |
|
* [Object-Oriented PHP For Beginners](https://www.youtube.com/playlist?list=PLFHz2csJcgk-7hgKrjUa_IP5YCLE4vJhV) - Dary Nazar (Code with Dary) |
|
* [Object Oriented PHP Tutorial](https://www.youtube.com/playlist?list=PL4cUxeGkcC9hNpT-yVAYxNWOmxjxL51Hy) - Shaun Pelling (The Net Ninja) |
|
* [PHP (\& MySQL) Tutorial for Beginners](https://www.youtube.com/playlist?list=PL4cUxeGkcC9gksOX3Kd9KPo-O68ncT05o) - Shaun Pelling (The Net Ninja) |
|
* [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 for beginners](https://www.youtube.com/playlist?list=PLFHz2csJcgk_fFEWydZJLiXpc9nB1qfpi) - Dary Nazar (Code with Dary) |
|
* [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 |
|
* [Use PHP to Create an MVC Framework - Full Course](https://www.youtube.com/watch?v=6ERdu4k62wI) - Zura Sekhniashvili (freeCodeCamp.org) |
|
|
|
|
|
### 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 Python Programming](https://www.udemy.com/course/pythonforbeginnersintro/) - Avinash Jain, The Codex (Udemy) |
|
* [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 101 – Introduction to Programming](https://www.tutorialspoint.com/python_101_andndash_introduction_to_programming/index.asp) - Zenva (Tutorials Point) |
|
* [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 Data Science, AI & Development](https://www.coursera.org/learn/python-for-applied-data-science-ai) - Joseph Santarcangelo (Coursera) |
|
* [Python for Everybody](https://www.py4e.com/lessons) (Coursera Reading Materials with YouTube Videos) |
|
* [Python from Scratch](https://open.cs.uwaterloo.ca/python-from-scratch/) - Centre for Education in Math and Computing (University of Waterloo) |
|
* [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 From Scratch With Practicals](https://www.tutorialspoint.com/python_programming_from_scratch_with_practicals/index.asp) - Sundeep Saradhi Kanthety (Tutorials Point) |
|
* [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 Programming Tutorials](https://www.youtube.com/playlist?list=PLzMcBGfZo4-mFu00qxl0a67RhjjZj3jXm) - Tech With Tim |
|
* [Python Tutorial - Python for Beginners [Full Course]](https://www.youtube.com/watch?v=_uQrJ0TkZlc) - Moshfegh Hamedani (Programming with Mosh) |
|
* [Python Tutorial For Beginners (With Notes)](https://www.youtube.com/watch?v=EyEqWFvLDT8) - ProgrammingWithHarry |
|
* [Python Tutorials](https://www.youtube.com/playlist?list=PLTjRvDozrdlxj5wgH4qkvwSOdHLOCx10f) - Programming with Mosh (YouTube) |
|
* [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 3.0 Crash Course Tutorials \| Customer Management App](https://www.youtube.com/playlist?list=PL-51WBLyFTg2vW-_6XBoUpE7vpmoR3ztO) - Dennis Ivy |
|
* [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 Tutorial for Beginners (2021)](https://www.youtube.com/watch?v=rHux0gMZ3Eg) - Moshfegh Hamedani (Programming with Mosh) |
|
* [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) |
|
* [Django Wedensdays](https://www.youtube.com/playlist?list=PLCC34OHNcOtqW9BJmgQPPzUpJ8hl49AGy) - Codemy.com (YouTube) |
|
* [Python Django Tutorial 2018 for Beginners](https://www.youtube.com/playlist?list=PL-J2q3Ga50oOpni_xS2PPUe4mf9lM96dD) - Clever Programmer |
|
* [Python Django Tutorial 2021](https://www.youtube.com/playlist?list=PL-51WBLyFTg1pUMaTJ4WSgnyvWfLGmwDm) - Dennis Ivy |
|
* [Try Django 3.2 - Python Web Development Tutorial Series](https://www.youtube.com/playlist?list=PLEsfXFp6DpzRMby_cSoWTFw8zaMdTEXgL) - Justin Mitchel, CodingEntrepreneurs |
|
|
|
|
|
#### Flask |
|
|
|
* [Flask Fridays](https://www.youtube.com/playlist?list=PLCC34OHNcOtolz2Vd9ZSeSXWc8Bq23yEz) - Codemy.com (YouTube) |
|
* [Flask Tutorials](https://www.youtube.com/playlist?list=PL-osiE80TeTs4UjLw5MM6OjgkjFeUxCYH) - Corey Schafer |
|
|
|
|
|
### QB64 |
|
|
|
* [Game Programming with QB64](http://qb64sourcecode.com) - Terry Ritchie |
|
|
|
|
|
### R |
|
|
|
* [R Basics - R Programming Language Introduction](https://www.udemy.com/course/r-basics/) - R-Tutorials Training (Udemy) |
|
* [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! |
|
|
|
|
|
### Robotics |
|
|
|
* [Introduction to RTOS](https://www.youtube.com/playlist?list=PLEBQazB0HUyQ4hAPU1cJED6t3DU0h34bz) - Shawn Hymel, Digi-Key (YouTube) |
|
* [Robotics 1](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) - A. De Luca |
|
|
|
|
|
### 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 Programming Tutorial](https://www.youtube.com/playlist?list=PLzMcBGfZo4-nyLTlSRBvo0zjSnCnqjHYQ) - Tech With Tim |
|
* [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 |
|
|
|
|
|
### Spark |
|
|
|
* [Learn Spark](https://www.udacity.com/course/learn-spark-at-udacity--ud2002) - David Drummond, Judit Lantos (Udacity) |
|
* [Spark Tutorial \| Spark Tutorial for Beginners \| Apache Spark Full Course - Learn Apache Spark 2020](https://www.youtube.com/watch?v=zC9cnh8rJd0) Great Learning |
|
|
|
|
|
### Scala |
|
|
|
* [Functional Programming in Scala Specialization](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 |
|
* [Introduction to Information Security](https://www.udacity.com/course/intro-to-information-security--ud459) - Wenke Lee, Mustaque Ahamad, Catherine Gamboa (Udacity) |
|
* [Stanford Cryptography I](https://www.coursera.org/course/crypto) - Dan Boneh |
|
* [Stanford Cryptography II](https://www.coursera.org/course/crypto2) - Dan Boneh |
|
* [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 |
|
|
|
|
|
### Solidity |
|
|
|
* [Learn Solidity](https://youtube.com/playlist?list=PL16WqdAj66SCOdL6XIFbke-XQg2GW_Avg) - Will it Scale (YouTube) |
|
* [MASTER Solidity for Blockchain](https://youtube.com/playlist?list=PLS5SEs8ZftgVnWHv2_mkvJjn5HBOkde3g) - Dapp University (YouTube) |
|
* [Solidity Tutorial - A Full Course on Ethereum, Blockchain Development, Smart Contracts, and the EVM](https://www.youtube.com/watch?v=ipwxYa-F1uY) - Gregory McCubbin @ freeCodeCamp.org & Dapp University (YouTube) |
|
|
|
|
|
### Swift |
|
|
|
* [100 days of Swift](https://www.hackingwithswift.com/100) - Hacking With Swift |
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* [Data Structures and Algorithms in Swift](https://www.udacity.com/course/data-structures-and-algorithms-in-swift--ud1011) - Udacity |
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* [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) |
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* [Learn Swift](https://www.youtube.com/playlist?list=PLMRqhzcHGw1ZqzYnpIuQAn2rcjhOtbqGX) - CodeWithChris |
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* [Swift 5 for Beginners](https://www.youtube.com/playlist?list=PL5PR3UyfTWvfacnfUsvNcxIiKIgidNRoW) - iOS Academy |
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* [Swiftris - Build an iOS Tetris app from scratch](https://www.bloc.io/swiftris-build-your-first-ios-game-with-swift) |
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#### Vapor |
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* [Vapor University](https://vapor.university) |
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### Theory |
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* [Automata Theory](https://online.stanford.edu/courses/soe-ycsautomata-automata-theory) |
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* [Intro to Theoretical Computer Science](https://www.udacity.com/course/intro-to-theoretical-computer-science--cs313) (Udacity) |
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### TypeScript |
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* [Beginner's Typescript](https://www.totaltypescript.com/tutorials/beginners-typescript) - Matt Pocock |
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* [ES6 and Typescript Tutorial](https://www.youtube.com/playlist?list=PLC3y8-rFHvwhI0V5mE9Vu6Nm-nap8EcjV) - Codevolution, Vishwas Gopinath (YouTube) |
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* [Introduction to TypeScript](https://www.udemy.com/typescript/) - Daniel Stern (Udemy) |
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* [TypeScript Fast Crash Course](https://www.udemy.com/typescript-fast-crash-course/) - Edwin Diaz, Coding Faculty Solutions (Udemy) |
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#### Angular |
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> :information_source: See also … [AngularJS](#angularjs) |
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* [Angular 12 Course](https://www.youtube.com/playlist?list=PLjsBk8SIQEi-RqkglLcn19TaeeopcuDXV) - Slobodan Gajic |
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* [Angular 6 Tutorials](https://www.youtube.com/playlist?list=PLYxzS__5yYQlqCmHqDyW3yo5V79C7eaTe) - codedamn (YouTube) |
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* [Angular Complete Course Guide](https://youtube.com/playlist?list=PL_euSNU_eLbeAJxvVdJn5lhPWX9IWHhxs) - Leela Web Dev (YouTube) |
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* [Angular Courses](https://www.youtube.com/playlist?list=PLTjRvDozrdlxAhsPP4ZYtt3G8KbJ449oT) - Moshfegh Hamedani (Programming with Mosh) |
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* [Angular Crash Course 2021](https://www.youtube.com/watch?v=3dHNOWTI7H8) - Brad Traversy, Traversy Media (YouTube) |
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* [Angular Fast Crash Course](https://www.udemy.com/angular-fast-crash-course/) - Edwin Diaz, Coding Faculty Solutions (Udemy) |
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* [Angular for Beginners](https://www.udemy.com/course/angular-for-beginners-course/) - Angular University (Udemy) |
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* [Angular Tutorial For Beginners](https://www.youtube.com/playlist?list=PLC3y8-rFHvwhBRAgFinJR8KHIrCdTkZcZ) - Codevolution (YouTube) |
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* [Angular Tutorial for Beginners - Web Framework with Typescript Course](https://www.youtube.com/watch?v=AAu8bjj6-UI) - Slobodan Gajic, freeCodeCamp |
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* [Learn Angular 5 from Scratch](https://www.udemy.com/course/angular-5/) - Gary Simon (Udemy) |
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#### Deno |
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* [Deno Beginner](https://denobeginner.com) - Ahmad Awais (email address *required*) |
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* [Deno Course - Better than Node.js?](https://www.youtube.com/watch?v=TQUy8ENesGY) - The Codeholic, freeCodeCamp (YouTube) |
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### Verilog / VHDL / SystemVerilog |
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* [nand2tetris](https://www.nand2tetris.org) - Shimon Schocken, Noam Nisan (Coursera) |
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* [SOC Verification Using SystemVerilog](http://verificationexcellence.in/online-courses/soc-verification-using-systemverilog) |
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* [SystemVerilog - Learn basics of SystemVerilog for Hardware Verification](https://verificationexcellence.teachable.com/p/learn-systemverilog) |
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* [SystemVerilog based UVM Methodology - Learn to build UVM based Testbenches in SystemVerilog](https://verificationexcellence.teachable.com/p/learn-ovm-uvm) |
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### Web Development |
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* [ASP.NET Core Tutorial For Beginners](https://www.youtube.com/playlist?list=PL6n9fhu94yhVkdrusLaQsfERmL_Jh4XmU) - Venkat (Pragim Technologies) |
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* [Command Line Power User - for web developers](https://commandlinepoweruser.com) - WesBos (email address *required*) |
|
* [Create a Professional Website with Velo by Wix](https://www.codecademy.com/learn/create-a-professional-website-with-velo-by-wix) - Codecademy |
|
* [CS50’s Web Programming with Python and JavaScript](https://cs50.harvard.edu/web/2020/) - Brian Yu, David J. Malan (edX Harvard CS50) |
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* [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) |
|
* [Foundations of Front End Web Development](https://www.udemy.com/course/foundations-of-front-end-development/) - Davide Molin (Udemy) |
|
* [Free Code Camp](https://www.freecodecamp.org) |
|
* [Frontend UI Development with React](https://www.youtube.com/playlist?list=PL0vfts4VzfNgUUEtEjxDVfh4iocVR3qIb) - Jeff Delaney, Fireship.io (YouTube) |
|
* [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 |
|
* [Introduction to Professional Web Development in JavaScript](https://education.launchcode.org/intro-to-professional-web-dev/) - Chris Bay, Jim Flores, Blake Mills, Sally Steuterman, Paul Matthews, Carly Langlois (The LaunchCode Foundation) |
|
* [Java Web Development](https://education.launchcode.org/java-web-development/) - Chris Bay, Jim Flores, Carly Langlois, Sally Steuterman (The LaunchCode Foundation) |
|
* [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 Basics](https://open.cs.uwaterloo.ca/web-basics/) - Centre for Education in Math and Computing (University of Waterloo) |
|
* [Web Development for Beginners - A Curriculum](https://github.com/microsoft/Web-Dev-For-Beginners) - Microsoft |
|
* [Web Development 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) |
|
* [Web Programming](https://open.cs.uwaterloo.ca/web-programming/) - Centre for Education in Math and Computing (University of Waterloo)
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