### Index * [Algorithms & Data Structures](#algorithms--data-structures) * [Android](#android) * [Assembly](#assembly) * [Bash / Shell](#bash--shell) * [C](#c) * [C#](#c-sharp) * [C++](#c-1) * [Clojure](#clojure) * [Compilers](#compilers) * [CUDA](#cuda) * [Data Science](#datascience) * [Databases](#databases) * [Deep Learning](#deep-learning) * [Git](#git) * [Go](#go) * [Haskell](#haskell) * [HTML / CSS](#html--css) * [iOS](#ios) * [Java](#java) * [JavaScript](#javascript) * [Angular.js](#angularjs) * [jQuery](#jquery) * [React](#react) * [Redux](#redux) * [Sails.js](#sailsjs) * [Lua](#lua) * [Machine Learning](#machine-learning) * [Matlab](#matlab) * [Mercurial](#mercurial) * [Misc](#misc) * [.NET](#net) * [OCaml](#ocaml) * [Perl](#perl) * [PHP](#php) * [Python](#python) * [QB64](#QB64) * [R](#r) * [RethinkDB](#rethinkdb) * [Ruby](#ruby) * [Sails.js](#sailsjs) * [Scala](#scala) * [Software Engineering](#software-engineering) * [SQL](#sql) * [Swift](#swift) * [Vapor](#vapor) * [Theory](#theory) * [Verilog / VHDL / SystemVerilog](#verilog--vhdl--systemverilog) * [Web Development](#web-development) ### Algorithms & Data Structures * [Berkeley University CS 61B: Data Structures](http://datastructur.es/sp16/) * [IIT Bombay Foundation of Data Structures (CS213.1x)](https://courses.edx.org/courses/course-v1:IITBombayX+CS213.1x+1T2017/course/) * [MIT's Design and Analysis of Algorithms (Spring 2012)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2012) - Dana Moshkovitz, Bruce Tidor * [MIT's Design and Analysis of Algorithms (Spring 2015)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2015) - Erik Demaine, Srini Devadas, Nancy Lynch * [MIT's Introduction to Algorithms (SMA 5503) (Fall 2005)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005) - Charles Leiserson, Erik Demaine * [Princeton University Algorithms, Part 1](https://www.coursera.org/learn/algorithms-part1) * [Princeton University Algorithms, Part 2](https://www.coursera.org/learn/algorithms-part2) * [Stanford University Algorithms: Design and Analysis, Part 1](http://online.stanford.edu/course/algorithms-design-and-analysis-part-1) * [Stanford University Algorithms: Design and Analysis, Part 2](http://online.stanford.edu/course/algorithms-design-and-analysis-part-2) ### Assembly * [Introduction To Reverse Engineering Software](http://opensecuritytraining.info/IntroductionToReverseEngineering.html) * [Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration](http://opensecuritytraining.info/IntroX86.html) ### Android * [Creative, Serious and Playful Science of Android Apps](https://www.coursera.org/course/androidapps101/) * [Learn how to program: Android](https://www.learnhowtoprogram.com/android) - Epicodus Inc. * [Material design](https://material.io/guidelines/) * [Programming Cloud Services for Android Handheld Systems](https://www.coursera.org/course/mobilecloudprogram) * [Programming Mobile Applications for Android Handheld Systems pt. 1](https://www.coursera.org/course/android) * [Programming Mobile Applications for Android Handheld Systems pt. 2](https://www.coursera.org/course/androidpart2) * [Programming Mobile Services for Android Handheld Systems: Communication](https://www.coursera.org/course/posacommunication) * [Programming Mobile Services for Android Handheld Systems: Concurrency](https://www.coursera.org/course/posaconcurrency) * [Udacity Android Course Catalog](https://www.udacity.com/courses#!/android#!/android) ### Bash / Shell * [Bento Shell Track](https://bento.io/topic/shell) (Bento) * [Shell Scripting Tutorial](https://www.youtube.com/playlist?list=PL7B7FA4E693D8E790) ### C * [C Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoGzOXqtKeM71OLpvZbuU0P) * [Introduction to Computer Science](https://www.edx.org/course/introduction-computer-science-harvardx-cs50x#.VNsjDvmUcmQ) * [The Arduino Platform and C Programming](https://www.coursera.org/learn/arduino-platform) ### C Sharp * [Learn how to program: C#](https://www.learnhowtoprogram.com/c) - Epicodus Inc. ### C++ * [C++ Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWoVZWSN-ze3VVtIfZfXwAGM) * [Google's C++ Course](https://developers.google.com/edu/c++/) * [Introduction to C++](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-096-introduction-to-c-january-iap-2011/) (MIT's opencourseware) * [LearnCpp.com C++ Tutorial](http://www.learncpp.com) * Microsoft edX Courses: * [Advanced C++](https://www.edx.org/course/advanced-c-plus-plus-1) * [Intermediate C++](https://www.edx.org/course/intermediate-c-plus-plus-1) * [Introduction to C++](https://www.edx.org/course/introduction-c-plus-plus-1) ### Clojure * [Functional Programming with Clojure](http://mooc.fi/courses/2014/clojure/) ### Compilers * [Stanford's Compilers](https://lagunita.stanford.edu/courses/Engineering/Compilers/Fall2014/about) ### Cuda * [Intro to Parallel Programming Using CUDA to Harness the Power of GPUs](https://www.udacity.com/course/intro-to-parallel-programming--cs344) ### Data Science * [Advanced Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/advanceddataminingwithweka/) * [Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/) * [Introduction to Python for Data Science](https://www.edx.org/course/introduction-python-data-science-microsoft-dat208x-3) * [More Data Mining with Weka MOOC](https://www.cs.waikato.ac.nz/ml/weka/mooc/moredataminingwithweka/) * [The Analytics Edge](https://www.edx.org/course/analytics-edge-mitx-15-071x-3) ### Databases * [Database Systems](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-830-database-systems-fall-2010/) (MIT's opencourseware) * [Introduction to Databases](https://lagunita.stanford.edu/courses/Engineering/db/2014_1/about) (Stanford University) ### Deep Learning * [Convolutional Neural Networks for Visual Recognition](http://cs231n.github.io) * [Deep Learning for Natural Language Processing](http://cs224d.stanford.edu) * [MIT 6.S094: Deep Learning for Self-Driving Cars](https://selfdrivingcars.mit.edu) * [Practical Deep Learning For Coders taught](http://www.fast.ai) - Jeremy Howard * [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) ### Git * [Bento Git Learning Track](https://bento.io/topic/git) (Bento) * [Bento GitHub Learning Track](https://bento.io/topic/github) (Bento) * [Git and GitHub for Poets](https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZF9C0YMKuns9sLDzK6zoiV) * [How to Use Git and GitHub](https://www.udacity.com/course/how-to-use-git-and-github--ud775) (Udacity) ### Go * [A Tour Of Go](https://tour.golang.org/welcome/1) * [Go Tutorial](http://www.tutorialspoint.com/go/index.htm) ### Haskell * [C9 : Functional Programming Fundamentals](http://channel9.msdn.com/Series/C9-Lectures-Erik-Meijer-Functional-Programming-Fundamentals) - Erik Meijer * [CIS 194: Introduction to Haskell](http://www.seas.upenn.edu/~cis194/) - Brent Yorgey * [CS240h: Functional Systems in Haskell](http://www.scs.stanford.edu/11au-cs240h/notes/) - Bryan O'Sullivan * [edX: Introduction to Functional Programming](https://www.edx.org/course/introduction-functional-programming-delftx-fp101x-0) - Erik Meijer * [RWTH Aachen University: Functional Programming](https://videoag.fsmpi.rwth-aachen.de/?course=12ss-funkprog) - Jürgen Giesl ### HTML / CSS * [Bento CSS Learning Track](https://bento.io/topic/css) (Bento) * [Bento HTML Learning Track](https://bento.io/topic/html) (Bento) * [Build a Personal Website with Dash](https://dash.generalassemb.ly) * [Build a responsive website with Webflow](https://www.bloc.io/tutorials/webflow-tutorial-design-responsive-sites-with-webflow) * [Build a SaaS landing page using Skeleton](https://www.bloc.io/tutorials/jottly-a-beginner-s-guide-to-html-css-skeleton-and-animate-css) * [Build Dynamic Websites](http://cs75.tv/2010/fall/) * [CSS Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWqMH9a9DY8LFKrJ5NJCFHHe) * [HTML Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWr_FB-hVEgEGUESZL1TOiJ6) * [Learn how to program: CSS](https://www.learnhowtoprogram.com/css) - Epicodus Inc. * [Learn HTML5 Programming From Scratch](https://www.udemy.com/learn-html5-programming-from-scratch/) ### iOS * [AppCoda Complete iOS Tutorial](http://www.appcoda.com/ios-programming-course/) * [Developing iOS 11 Apps with Swift](https://itunes.apple.com/us/course/developing-ios-11-apps-with-swift/id1309275316) * [Ray Wenderlich iOS Tutorial](https://www.raywenderlich.com/category/ios) ### Java * [Central Connecticut State University, Introduction to CS Using Java](http://chortle.ccsu.edu/CS151/cs151java.html) * [Introduction to Java](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-092-introduction-to-programming-in-java-january-iap-2010/) * [Java for Complete Beginners](http://courses.caveofprogramming.com/courses/java-for-complete-beginners) * [Java for Mobile Devices - Introducing Codename One](https://codenameone.teachable.com/p/java-for-mobile-devices-introducing-codename-one) * [Learn how to program: Java](https://www.learnhowtoprogram.com/java-june-2017) - Epicodus Inc. * [Object-Oriented programming with Java, part I](https://moocfi.github.io/courses/2013/programming-part-1/) * [Object-Oriented programming with Java, part II](https://moocfi.github.io/courses/2013/programming-part-2/) * [Princeton Algorithms, Part 1](https://www.coursera.org/course/algs4partI) * [Princeton Algorithms, Part 2](https://www.coursera.org/course/algs4partII) * [Problem Solving With Java](https://www.udacity.com/course/intro-to-java-programming--cs046) ### JavaScript * [Bento JavaScript Learning Track](https://bento.io/topic/javascript) (Bento) * [Egghead.io](https://egghead.io) * [Learn how to program: JavaScript](https://www.learnhowtoprogram.com/javascript) - Epicodus Inc. * [learn:query](https://learnquery.infinum.co) #### Angular.js * [Angular.js Youtube Channel](https://www.youtube.com/angularjs) * [CodeCademy Angular](https://www.codecademy.com/learn/learn-angularjs) * [egghead.io youtube channel: Learn AngularJS with Tutorial Videos & Training](https://www.youtube.com/user/johnlindquist) * [Shaping up with Angular.js](https://www.codeschool.com/courses/shaping-up-with-angular-js) #### jQuery * [Bento jQuery Track](https://bento.io/topic/jquery) (Bento) #### React * [Start Using React to Build Web Applications](https://egghead.io/courses/react-fundamentals) #### Redux * [Getting Started with Redux](https://egghead.io/series/getting-started-with-redux) ### Sails.Js * [Develop web apps in Node.js and Sails.js](https://courses.platzi.com/courses/develop-apps-sails-js/) ### Lua * [Lua Interactive Crash Course](http://luatut.com/crash_course.html) * [Lua Tutorial](http://www.tutorialspoint.com/lua/) ### Machine Learning * [Google's Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course/) * [Machine Learning Mini Bootcamp](https://lambdaschool.com/free-course-machine-learning/) * [Pattern Recognition and Machine Learning](https://www.microsoft.com/en-us/research/people/cmbishop/#!prml-book) * [Principles of Machine Learning By Microsoft](https://www.edx.org/course/principles-machine-learning-microsoft-dat203-2x-6) * [Stanford University Machine Learning](https://www.coursera.org/learn/machine-learning) ### MATLAB * [MIT 18.S997 Introduction to MATLAB Programming](http://ocw.mit.edu/courses/mathematics/18-s997-introduction-to-matlab-programming-fall-2011/) ### Mercurial * [Hg Init: a Mercurial Tutorial](http://hginit.com) - Joel Spolsky ### Misc * [Advanced Data Structures](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/) * [Algorithm Design and Implementation](https://www.youtube.com/playlist?list=PL6EF0274BD849A7D5) * [Aml-2018 Ambient Intelligence](https://www.youtube.com/playlist?list=PLqRTLlwsxDL8fUcY2Y54sITILyJcTySpC) (F. Corno - L. De Russis - A. Monge Roffarello) * [Berkeley's CS 61B: Data Structures](https://archive.org/details/ucberkeley_webcast_QMV45tHCYNI) * [Berkeley's CS 162: Operating Systems and Systems Programming](https://www.youtube.com/watch?v=feAOZuID1HM) * [Berkeley's CS 169: Software Engineering](https://www.youtube.com/watch?v=fXokQpWsszU) * [Berkeley's CS 194: What is an Operating System?](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs194-spring2013-berkeley.html) * [Bits: The Computer Science of Digital Information](http://www.extension.harvard.edu/open-learning-initiative/bits) * [Caltech's Learning From data](https://work.caltech.edu/telecourse.html) * [Computer Graphics](http://nptel.ac.in/courses/106106090/) * [Embedded Software Safety](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) (P. Koopman) * [FindLectures.com](https://www.findlectures.com/?class1=Technology) - Index of conference talks by language / topic * [LouvainX Paradigms of Computer Programming – Abstraction and Concurrency](https://www.edx.org/course/paradigms-computer-programming-louvainx-louv1-2x-1#!) * [LouvainX Paradigms of Computer Programming – Fundamentals](https://www.edx.org/course/paradigms-computer-programming-louvainx-louv1-1x-1) * [MIT 6.S099: Artificial General Intelligence](https://agi.mit.edu) * [MIT Numerical Methods (2014)](http://www.iitg.ernet.in/kartha/CE601-14/CourseSchedule.htm) * [MIT's Artificial Intelligence](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/) * [MIT's Computer Language Engineering](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-035-computer-language-engineering-sma-5502-fall-2005/lecture-notes/) * [MIT's Introduction to Algorithms](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/) * [MIT's Mathematics for Computer Science](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/video-lectures/) * [Principles of Reactive Programming](https://www.coursera.org/course/reactive) * [Robotics I](https://www.youtube.com/playlist?list=PLAQopGWlIcyaqDBW1zSKx7lHfVcOmWSWt) - (A. De Luca) * [Stanford Cryptography I](https://www.coursera.org/course/crypto) * [Stanford Cryptography II](https://www.coursera.org/course/crypto2) * [Stanford SEE 229 - Machine Learning](https://see.stanford.edu/Course/CS229) ### .NET * [Learn how to program: .NET](https://www.learnhowtoprogram.com/net) - Epicodus Inc. ### OCaml * [Cornell's Data Structures and Functional Programming](http://www.cs.cornell.edu/courses/cs3110/2015fa/) * [Introduction to Functional Programming in OCaml](https://www.fun-mooc.fr/courses/parisdiderot/56002S02/session02/about) ### Perl * [Perl Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpqRBcStwV0NwMA3nXMh5GC) ### PHP * [Learn how to program: PHP](https://www.learnhowtoprogram.com/php) - Epicodus Inc. * [PHP & MySQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWrjkpK2zD4TWKWMWVfeYK-b) ### Python * [An Introduction to Interactive Programming in Python (Part 1)](https://www.coursera.org/learn/interactive-python-1) (Coursera) * [An Introduction to Interactive Programming in Python (Part 2)](https://www.coursera.org/learn/interactive-python-2) (Coursera) * [Bento Python Learning Track](https://bento.io/topic/python) (Bento) * [Berkeley's Structure and Interpretation of Computer Programs](http://cs61a.org) * [Codesdope](https://www.codesdope.com/python-introduction) * [Google's Python Course](https://developers.google.com/edu/python/) * [Introduction to Computer Science and Programming](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/) (MIT's opencourseware) * [Introduction to Python Programming](https://www.udacity.com/course/introduction-to-python--ud1110) (Udacity) * [Learn Python](https://pythonspot.com) * [Learn Python - Free Interactive Python Tutorial](http://www.learnpython.org) * [Learn to program in Python](https://www.codecademy.com/learn/python) * [Learn to Program: The Fundamentals](https://www.coursera.org/learn/learn-to-program) (Coursera) * [Learn to Program Using Python](https://www.edx.org/course/learn-program-using-python-utarlingtonx-cse1309x) (edX) * [Microsoft Virtual Academy](https://mva.microsoft.com/en-US/training-courses/introduction-to-programming-with-python-8360) * [Programming for Everybody](https://www.coursera.org/learn/python) * [Programming Foundations with Python](https://www.udacity.com/course/programming-foundations-with-python--ud036) (Udacity) * [Python Course](http://www.python-course.eu) * [Python Programming Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWpX_byHyTEj9hecPngl2DqR) ### QB64 * [Game Programming with QB64](http://qb64sourcecode.com) - Terry Ritchie ### R * [R Programming](https://www.coursera.org/course/rprog) ### RethinkDB * [RethinkDB: Distributed Databases](https://courses.platzi.com/courses/rethinkdb-databases/) ### Ruby * [Learn how to program: Ruby](https://www.learnhowtoprogram.com/ruby) - Epicodus Inc. * [RubyMonk - Interactive Ruby tutorials](https://rubymonk.com) ### Scala * [Functional Programming Principles in Scala](https://www.coursera.org/course/progfun) * [Principles of Reactive Programming](https://www.coursera.org/course/reactive) ### Software Engineering * [Advanced Software Construction in Java](https://www.edx.org/course/advanced-software-construction-java-mitx-6-005-2x#!) * [Agile Development Using Ruby on Rails - Advanced](https://www.edx.org/course/agile-development-using-ruby-rails-uc-berkeleyx-cs169-2x#!) * [Agile Development Using Ruby on Rails - Basics](https://www.edx.org/course/agile-development-using-ruby-rails-uc-berkeleyx-cs169-1x#!) * [Software Construction in Java](https://www.edx.org/course/software-construction-java-mitx-6-005-1x) ### SQL * [SQL Tutorial](https://www.youtube.com/playlist?list=PL_RGaFnxSHWr_6xTfF2FrIw-NAOo3iWMy) ### Swift * [Swiftris - Build an iOS Tetris app from scratch](https://www.bloc.io/swiftris-build-your-first-ios-game-with-swift) #### Vapor * [Vapor University](https://vapor.university) ### Theory * [Automata Theory](https://lagunita.stanford.edu/courses/course-v1:ComputerScience+Automata+Fall2016/about) * [Udacity: Intro to Theoretical Computer Science](https://www.udacity.com/course/intro-to-theoretical-computer-science--cs313) ### Verilog / VHDL / SystemVerilog * [SOC Verification Using SystemVerilog](http://verificationexcellence.in/online-courses/soc-verification-using-systemverilog) * [SystemVerilog - Learn basics of SystemVerilog for Hardware Verification](https://verificationexcellence.teachable.com/p/learn-systemverilog) * [SystemVerilog based UVM Methodology - Learn to build UVM based Testbenches in SystemVerilog](https://verificationexcellence.teachable.com/p/learn-ovm-uvm) * [Verilog Hardware Description Language - An Introductory Course](http://vol.verilog.com/VOL/main.htm) ### Web Development * [Discover Flask - Full Stack Web Development with Flask](https://github.com/realpython/discover-flask) * [Flask(A Python Microframework) Tutorial](http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world) * [Free Code Camp](https://www.freecodecamp.org) * [The Odin Project - Learn Web Development for Free](http://www.theodinproject.com) * [Udacity Web Development Course Catalog](https://www.udacity.com/courses#!/web-development#!/web-development)