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401 lines
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401 lines
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### Index |
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* [Algorithms & Data Structures](#algorithms--data-structures) |
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* [Android](#android) |
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* [Assembly](#assembly) |
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* [Bash / Shell](#bash--shell) |
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* [C](#c) |
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* [C#](#c-sharp) |
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* [C++](#c-1) |
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* [Clojure](#clojure) |
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* [Compilers](#compilers) |
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* [CUDA](#cuda) |
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* [Data Science](#datascience) |
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* [Databases](#databases) |
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* [Deep Learning](#deep-learning) |
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* [Git](#git) |
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* [Go](#go) |
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* [Haskell](#haskell) |
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* [HTML / CSS](#html--css) |
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* [iOS](#ios) |
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* [Java](#java) |
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* [JavaScript](#javascript) |
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* [Angular.js](#angularjs) |
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* [jQuery](#jquery) |
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* [React](#react) |
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* [Redux](#redux) |
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* [Sails.js](#sailsjs) |
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* [Lua](#lua) |
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* [Machine Learning](#machine-learning) |
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* [Matlab](#matlab) |
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* [Mercurial](#mercurial) |
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* [Misc](#misc) |
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* [.NET](#net) |
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* [OCaml](#ocaml) |
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* [Perl](#perl) |
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* [PHP](#php) |
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* [Python](#python) |
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* [QB64](#QB64) |
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* [R](#r) |
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* [RethinkDB](#rethinkdb) |
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* [Ruby](#ruby) |
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* [Sails.js](#sailsjs) |
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* [Scala](#scala) |
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* [Software Engineering](#software-engineering) |
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* [SQL](#sql) |
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* [Swift](#swift) |
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* [Theory](#theory) |
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* [Verilog / VHDL / SystemVerilog](#verilog--vhdl--systemverilog) |
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* [Web Development](#web-development) |
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### Algorithms & Data Structures |
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* [Berkeley University CS 61B: Data Structures](http://datastructur.es/sp16/) |
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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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* [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 (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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* [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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* [Stanford University Algorithms: Design and Analysis, Part 1](http://online.stanford.edu/course/algorithms-design-and-analysis-part-1) |
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* [Stanford University Algorithms: Design and Analysis, Part 2](http://online.stanford.edu/course/algorithms-design-and-analysis-part-2) |
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### Assembly |
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* [Introduction To Reverse Engineering Software](http://opensecuritytraining.info/IntroductionToReverseEngineering.html) |
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* [Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration](http://opensecuritytraining.info/IntroX86.html) |
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### Android |
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* [Creative, Serious and Playful Science of Android Apps](https://www.coursera.org/course/androidapps101/) |
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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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* [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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* [Udacity Android Course Catalog](https://www.udacity.com/courses#!/android#!/android) |
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### Bash / Shell |
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* [Bento Shell Track](https://bento.io/topic/shell) (Bento) |
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* [Shell Scripting Tutorial](https://www.youtube.com/playlist?list=PL7B7FA4E693D8E790) |
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### C |
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* [C Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoGzOXqtKeM71OLpvZbuU0P) |
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* [Introduction to Computer Science](https://www.edx.org/course/introduction-computer-science-harvardx-cs50x#.VNsjDvmUcmQ) |
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### C Sharp |
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* [Learn how to program: C#](https://www.learnhowtoprogram.com/c) - Epicodus Inc. |
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### C++ |
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* [C++ Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoVZWSN-ze3VVtIfZfXwAGM) |
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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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* [LearnCpp.com C++ Tutorial](http://www.learncpp.com) |
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### Clojure |
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* [Functional Programming with Clojure](http://mooc.fi/courses/2014/clojure/index.html) |
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### Compilers |
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* [Stanford's Compilers](https://lagunita.stanford.edu/courses/Engineering/Compilers/Fall2014/about) |
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### Cuda |
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* [Intro to Parallel Programming Using CUDA to Harness the Power of GPUs](https://www.udacity.com/course/intro-to-parallel-programming--cs344) |
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### Data Science |
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* [Advanced Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/advanceddataminingwithweka/) |
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* [Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/) |
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* [Introduction to Python for Data Science](https://www.edx.org/course/introduction-python-data-science-microsoft-dat208x-3) |
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* [More Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/moredataminingwithweka/) |
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* [The Analytics Edge](https://www.edx.org/course/analytics-edge-mitx-15-071x-3) |
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### Databases |
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* [Database Systems](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-830-database-systems-fall-2010/) (MIT's opencourseware) |
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* [Introduction to Databases](https://lagunita.stanford.edu/courses/Engineering/db/2014_1/about) (Stanford University) |
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### Deep Learning |
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* [Convolutional Neural Networks for Visual Recognition](http://cs231n.github.io) |
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* [Deep Learning for Natural Language Processing](http://cs224d.stanford.edu) |
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* [MIT 6.S094: Deep Learning for Self-Driving Cars](https://selfdrivingcars.mit.edu) |
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* [Practical Deep Learning For Coders taught](http://www.fast.ai) - Jeremy Howard |
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* [Self-Paced Courses for Deep Learning ](https://developer.nvidia.com/deep-learning-courses) |
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* [Unsupervised Feature Learning and Deep Learning](http://deeplearning.stanford.edu/tutorial) |
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* [What is Deep Learning](https://www.udacity.com/course/deep-learning--ud730) |
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### Git |
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* [Bento Git Learning Track](https://bento.io/topic/git) (Bento) |
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* [Bento GitHub Learning Track](https://bento.io/topic/github) (Bento) |
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* [How to Use Git and GitHub](https://www.udacity.com/course/how-to-use-git-and-github--ud775) (Udacity) |
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### Go |
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* [Go Tutorial](http://www.tutorialspoint.com/go/index.htm) |
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### Haskell |
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* [C9 : Functional Programming Fundamentals](http://channel9.msdn.com/Series/C9-Lectures-Erik-Meijer-Functional-Programming-Fundamentals) - Erik Meijer |
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* [CIS 194: Introduction to Haskell](http://www.seas.upenn.edu/~cis194/) - Brent Yorgey |
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* [CS240h: Functional Systems in Haskell](http://www.scs.stanford.edu/11au-cs240h/notes/) - Bryan O'Sullivan |
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* [edX: Introduction to Functional Programming](https://www.edx.org/course/introduction-functional-programming-delftx-fp101x-0) - Erik Meijer |
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* [RWTH Aachen University: Functional Programming](https://videoag.fsmpi.rwth-aachen.de/?course=12ss-funkprog) - Jürgen Giesl |
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### HTML / CSS |
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* [Bento CSS Learning Track](https://bento.io/topic/css) (Bento) |
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* [Bento HTML Learning Track](https://bento.io/topic/html) (Bento) |
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* [Build a Personal Website with Dash](https://dash.generalassemb.ly) |
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* [Build a responsive website with Webflow](https://www.bloc.io/tutorials/webflow-tutorial-design-responsive-sites-with-webflow) |
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* [Build a SaaS landing page using Skeleton](https://www.bloc.io/tutorials/jottly-a-beginner-s-guide-to-html-css-skeleton-and-animate-css) |
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* [Build Dynamic Websites](http://cs75.tv/2010/fall/) |
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* [CSS Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWqMH9a9DY8LFKrJ5NJCFHHe) |
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* [HTML Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWr_FB-hVEgEGUESZL1TOiJ6) |
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* [Learn how to program: CSS](https://www.learnhowtoprogram.com/css) - Epicodus Inc. |
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* [Learn HTML5 Programming From Scratch](https://www.udemy.com/learn-html5-programming-from-scratch/) |
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### iOS |
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* [AppCoda Complete iOS Tutorial](http://www.appcoda.com/ios-programming-course/) |
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* [Developing iOS 11 Apps with Swift](https://itunes.apple.com/us/course/developing-ios-11-apps-with-swift/id1309275316) |
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* [Ray Wenderlich iOS Tutorial](https://www.raywenderlich.com/category/ios) |
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### Java |
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* [Central Connecticut State University, Introduction to CS Using Java](http://chortle.ccsu.edu/CS151/cs151java.html) |
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* [Introduction to Java](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-092-introduction-to-programming-in-java-january-iap-2010/) |
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* [Java for Complete Beginners](http://courses.caveofprogramming.com/courses/java-for-complete-beginners) |
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* [Java for Mobile Devices - Introducing Codename One](https://codenameone.teachable.com/p/java-for-mobile-devices-introducing-codename-one) |
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* [Learn how to program: Java](https://www.learnhowtoprogram.com/java-june-2017) - Epicodus Inc. |
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* [Princeton Algorithms, Part 1](https://www.coursera.org/course/algs4partI) |
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* [Princeton Algorithms, Part 2](https://www.coursera.org/course/algs4partII) |
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* [Problem Solving With Java](https://www.udacity.com/course/intro-to-java-programming--cs046) |
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### JavaScript |
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* [Bento JavaScript Learning Track](https://bento.io/topic/javascript) (Bento) |
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* [Egghead.io](https://egghead.io) |
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* [Learn how to program: JavaScript](https://www.learnhowtoprogram.com/javascript) - Epicodus Inc. |
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* [learn:query](https://learnquery.infinum.co) |
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#### Angular.js |
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* [Angular.js Youtube Channel](https://www.youtube.com/angularjs) |
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* [CodeCademy Angular](https://www.codecademy.com/learn/learn-angularjs) |
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* [egghead.io youtube channel: Learn AngularJS with Tutorial Videos & Training](https://www.youtube.com/user/johnlindquist) |
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* [Shaping up with Angular.js](https://www.codeschool.com/courses/shaping-up-with-angular-js) |
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#### jQuery |
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* [Bento jQuery Track](https://bento.io/topic/jquery) (Bento) |
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#### React |
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* [Start Using React to Build Web Applications](https://egghead.io/courses/react-fundamentals) |
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#### Redux |
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* [Getting Started with Redux](https://egghead.io/series/getting-started-with-redux) |
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### Sails.Js |
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* [Develop web apps in Node.js and Sails.js](https://courses.platzi.com/courses/develop-apps-sails-js/) |
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### Lua |
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* [Lua Interactive Crash Course](http://luatut.com/crash_course.html) |
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* [Lua Tutorial](http://www.tutorialspoint.com/lua/) |
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### Machine Learning |
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* [Google's Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course/) |
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* [Machine Learning Mini Bootcamp](https://lambdaschool.com/free-course-machine-learning/) |
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* [Stanford University Machine Learning](https://www.coursera.org/learn/machine-learning) |
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### MATLAB |
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* [MIT 18.S997 Introduction to MATLAB Programming](http://ocw.mit.edu/courses/mathematics/18-s997-introduction-to-matlab-programming-fall-2011/) |
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### Mercurial |
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* [Hg Init: a Mercurial Tutorial](http://hginit.com) - Joel Spolsky |
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### Misc |
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* [Advanced Data Structures](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/) |
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* [Algorithm Design and Implementation](https://www.youtube.com/playlist?list=PL6EF0274BD849A7D5) |
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* [Aml-2018 Ambient Intelligence](https://www.youtube.com/playlist?list=PLqRTLlwsxDL8fUcY2Y54sITILyJcTySpC) (F. Corno - L. De Russis - A. Monge Roffarello) |
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* [Berkeley's CS 61B: Data Structures](https://archive.org/details/ucberkeley_webcast_QMV45tHCYNI) |
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* [Berkeley's CS 162: Operating Systems and Systems Programming](https://www.youtube.com/watch?v=feAOZuID1HM) |
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* [Berkeley's CS 169: Software Engineering](https://www.youtube.com/watch?v=fXokQpWsszU) |
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* [Berkeley's CS 194: What is an Operating System?](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html) |
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* [Bits: The Computer Science of Digital Information](http://www.extension.harvard.edu/open-learning-initiative/bits) |
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* [Caltech's Learning From data](https://work.caltech.edu/telecourse.html) |
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* [Computer Graphics](http://nptel.ac.in/courses/106106090/) |
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* [Embedded Software Safety](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) (P. Koopman) |
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* [FindLectures.com](https://www.findlectures.com/?class1=Technology) - Index of conference talks by language / topic |
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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.S099: Artificial General Intelligence](https://agi.mit.edu) |
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* [MIT Numerical Methods (2014)](http://www.iitg.ernet.in/kartha/CE601-14/CourseSchedule.htm) |
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* [MIT's Artificial Intelligence](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/) |
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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/) |
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* [MIT's Introduction to Algorithms](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/) |
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* [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/) |
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* [Principles of Reactive Programming](https://www.coursera.org/course/reactive) |
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* [Robotics I](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) - (A. De Luca) |
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* [Stanford Cryptography I](https://www.coursera.org/course/crypto) |
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* [Stanford Cryptography II](https://www.coursera.org/course/crypto2) |
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* [Stanford SEE 229 - Machine Learning](https://see.stanford.edu/Course/CS229) |
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### .NET |
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* [Learn how to program: .NET](https://www.learnhowtoprogram.com/net) - Epicodus Inc. |
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### OCaml |
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* [Cornell's Data Structures and Functional Programming](http://www.cs.cornell.edu/courses/cs3110/2015fa/) |
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* [Introduction to Functional Programming in OCaml](https://www.fun-mooc.fr/courses/parisdiderot/56002S02/session02/about) |
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### Perl |
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* [Perl Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpqRBcStwV0NwMA3nXMh5GC) |
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### PHP |
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* [Learn how to program: PHP](https://www.learnhowtoprogram.com/php) - Epicodus Inc. |
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* [PHP & MySQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWrjkpK2zD4TWKWMWVfeYK-b) |
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### Python |
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* [An Introduction to Interactive Programming in Python (Part 1)](https://www.coursera.org/learn/interactive-python-1) (Coursera) |
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* [An Introduction to Interactive Programming in Python (Part 2)](https://www.coursera.org/learn/interactive-python-2) (Coursera) |
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* [Bento Python Learning Track](https://bento.io/topic/python) (Bento) |
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* [Berkeley's Structure and Interpretation of Computer Programs](http://cs61a.org) |
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* [Codesdope](https://www.codesdope.com/python-introduction) |
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* [Google's Python Course](https://developers.google.com/edu/python/) |
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* [Introduction to Computer Science and Programming](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/) (MIT's opencourseware) |
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* [Introduction to Python Programming](https://www.udacity.com/course/introduction-to-python--ud1110) (Udacity) |
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* [Learn Python](https://pythonspot.com) |
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* [Learn Python - Free Interactive Python Tutorial](http://www.learnpython.org) |
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* [Learn to program in Python](https://www.codecademy.com/learn/python) |
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* [Learn to Program: The Fundamentals](https://www.coursera.org/learn/learn-to-program) (Coursera) |
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* [Learn to Program Using Python](https://www.edx.org/course/learn-program-using-python-utarlingtonx-cse1309x) (edX) |
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* [Microsoft Virtual Academy](https://mva.microsoft.com/en-US/training-courses/introduction-to-programming-with-python-8360) |
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* [Programming for Everybody](https://www.coursera.org/learn/python) |
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* [Programming Foundations with Python](https://www.udacity.com/course/programming-foundations-with-python--ud036) (Udacity) |
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* [Python Course](http://www.python-course.eu) |
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* [Python Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpX_byHyTEj9hecPngl2DqR) |
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### QB64 |
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* [Game Programming with QB64](http://qb64sourcecode.com) - Terry Ritchie |
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### R |
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* [R Programming](https://www.coursera.org/course/rprog) |
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### RethinkDB |
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* [RethinkDB: Distributed Databases](https://courses.platzi.com/courses/rethinkdb-databases/) |
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### Ruby |
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* [Learn how to program: Ruby](https://www.learnhowtoprogram.com/ruby) - Epicodus Inc. |
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* [RubyMonk - Interactive Ruby tutorials](https://rubymonk.com) |
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### Scala |
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* [Functional Programming Principles in Scala](https://www.coursera.org/course/progfun) |
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* [Principles of Reactive Programming](https://www.coursera.org/course/reactive) |
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### Software Engineering |
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* [Advanced Software Construction in Java](https://www.edx.org/course/advanced-software-construction-java-mitx-6-005-2x#!) |
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* [Agile Development Using Ruby on Rails - Advanced](https://www.edx.org/course/agile-development-using-ruby-rails-uc-berkeleyx-cs169-2x#!) |
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* [Agile Development Using Ruby on Rails - Basics](https://www.edx.org/course/agile-development-using-ruby-rails-uc-berkeleyx-cs169-1x#!) |
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* [Software Construction in Java](https://www.edx.org/course/software-construction-java-mitx-6-005-1x) |
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### SQL |
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* [SQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWr_6xTfF2FrIw-NAOo3iWMy) |
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### Swift |
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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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### Theory |
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* [Automata Theory](https://lagunita.stanford.edu/courses/course-v1:ComputerScience+Automata+Fall2016/about) |
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* [Udacity: Intro to Theoretical Computer Science](https://www.udacity.com/course/intro-to-theoretical-computer-science--cs313) |
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### Verilog / VHDL / SystemVerilog |
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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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* [Verilog Hardware Description Language - An Introductory Course](http://vol.verilog.com/VOL/main.htm) |
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### Web Development |
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* [Discover Flask - Full Stack Web Development with Flask](https://github.com/realpython/discover-flask) |
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* [Flask(A Python Microframework) Tutorial](http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world) |
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* [Free Code Camp](https://www.freecodecamp.org) |
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* [The Odin Project - Learn Web Development for Free](http://www.theodinproject.com) |
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* [Udacity Web Development Course Catalog](https://www.udacity.com/courses#!/web-development#!/web-development)
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