project-based-learning/README.md

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# Project Based Learning
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A list of programming tutorials in which learners build an application from scratch. These tutorials are divided into different primary programming languages. Some have intermixed technologies and languages.
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To get started, simply fork this repo. Please refer to [CONTRIBUTING.md](CONTRIBUTING.md) for contribution guidelines.
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## Table of Contents:
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- [C#](#c)
- [C/C++](#cc)
- [Clojure](#clojure)
- [Elixir](#elixir)
- [Erlang](#erlang)
- [Go](#go)
- [Haskell](#haskell)
- [HTML/CSS](#html-and-css)
- [Java](#java)
- [JavaScript](#javascript)
- [Kotlin](#kotlin)
- [Lua](#lua)
- [OCaml](#ocaml)
- [PHP](#php)
- [Python](#python)
- [R](#r)
- [Ruby](#ruby)
- [Rust](#rust)
- [Swift](#swift)
- [Additional resources](#additional-resources)
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## C/C++:
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- [Build an Interpreter](http://www.craftinginterpreters.com/) (Chapter 14 on is written in C)
- [Write a Shell in C](https://brennan.io/2015/01/16/write-a-shell-in-c/)
- [Write a FUSE Filesystem](https://www.cs.nmsu.edu/~pfeiffer/fuse-tutorial/)
- [Build Your Own Text Editor](http://viewsourcecode.org/snaptoken/kilo/)
- [Build Your Own Lisp](http://www.buildyourownlisp.com/)
- [How to Program an NES Game in C](https://nesdoug.com/)
- [Write an OS from scratch](https://github.com/tuhdo/os01)
- [How to create an OS from scratch ](https://github.com/cfenollosa/os-tutorial)
- [How to Write an Emulator (CHIP-8 interpreter)](http://www.multigesture.net/articles/how-to-write-an-emulator-chip-8-interpreter/)
- [Beginning Game Programming with C++ and SDL](http://lazyfoo.net/tutorials/SDL/)
- [Implementing a Key-Value Store](http://codecapsule.com/2012/11/07/ikvs-implementing-a-key-value-store-table-of-contents/)
- Writing a minimal x86-64 JIT compiler in C++
- [Part 1](https://solarianprogrammer.com/2018/01/10/writing-minimal-x86-64-jit-compiler-cpp/)
- [Part 2](https://solarianprogrammer.com/2018/01/12/writing-minimal-x86-64-jit-compiler-cpp-part-2/)
- [Build a Live Code-reloader Library for C++](http://howistart.org/posts/cpp/1/index.html)
- [Write a hash table in C](https://github.com/jamesroutley/write-a-hash-table)
- [Let's Build a Simple Database](https://cstack.github.io/db_tutorial/)
- [Let's Write a Kernel](http://arjunsreedharan.org/post/82710718100/kernel-101-lets-write-a-kernel)
- [Write a Bootloader in C](http://3zanders.co.uk/2017/10/13/writing-a-bootloader/)
- [Linux Container in 500 Lines of Code](https://blog.lizzie.io/linux-containers-in-500-loc.html)
- Write a C compiler
- [Part 1: Integers, Lexing and Code Generation](https://norasandler.com/2017/11/29/Write-a-Compiler.html)
- [Part 2: Unary Operators](https://norasandler.com/2017/12/05/Write-a-Compiler-2.html)
- [Part 3: Binary Operators](https://norasandler.com/2017/12/15/Write-a-Compiler-3.html)
- [Part 4: Even More Binary Operators](https://norasandler.com/2017/12/28/Write-a-Compiler-4.html)
- [Part 5: Local Variables](https://norasandler.com/2018/01/08/Write-a-Compiler-5.html)
- [Part 6: Conditionals](https://norasandler.com/2018/02/25/Write-a-Compiler-6.html)
- [Part 7: Compound Statements](https://norasandler.com/2018/03/14/Write-a-Compiler-7.html)
- [Part 8: Loops](https://norasandler.com/2018/04/10/Write-a-Compiler-8.html)
- [Implementing a Language with LLVM](https://llvm.org/docs/tutorial/#kaleidoscope-implementing-a-language-with-llvm)
- [Meta Crush Saga: a C++17 compile-time game](https://jguegant.github.io//jguegant.github.io/blogs/tech/meta-crush-saga.html)
- [High-Performance Matrix Multiplication](https://gist.github.com/nadavrot/5b35d44e8ba3dd718e595e40184d03f0)
- Space Invaders from Scratch
- [Part 1](http://nicktasios.nl/posts/space-invaders-from-scratch-part-1.html)
- [Part 2](http://nicktasios.nl/posts/space-invaders-from-scratch-part-2.html)
- [Part 3](http://nicktasios.nl/posts/space-invaders-from-scratch-part-3.html)
- [Part 4](http://nicktasios.nl/posts/space-invaders-from-scratch-part-4.html)
- [Part 5](http://nicktasios.nl/posts/space-invaders-from-scratch-part-5.html)
- [Tetris Tutorial in C++ Platform Independent](http://javilop.com/gamedev/tetris-tutorial-in-c-platform-independent-focused-in-game-logic-for-beginners/)
- Writing a Linux Debugger
- [Part 1: Setup](https://blog.tartanllama.xyz/writing-a-linux-debugger-setup/)
- [Part 2: Breakpoints](https://blog.tartanllama.xyz/writing-a-linux-debugger-breakpoints/)
- [Part 3: Registers and memory](https://blog.tartanllama.xyz/writing-a-linux-debugger-registers/)
- [Part 4: Elves and dwarves](https://blog.tartanllama.xyz/writing-a-linux-debugger-elf-dwarf/)
- [Part 5: Source and signals](https://blog.tartanllama.xyz/writing-a-linux-debugger-source-signal/)
- [Part 6: Source-level stepping](https://blog.tartanllama.xyz/writing-a-linux-debugger-dwarf-step/)
- [Part 7: Source-level breakpoints](https://blog.tartanllama.xyz/writing-a-linux-debugger-source-break/)
- [Part 8: Stack unwinding](https://blog.tartanllama.xyz/writing-a-linux-debugger-unwinding/)
- [Part 9: Handling variables](https://blog.tartanllama.xyz/writing-a-linux-debugger-variables/)
- [Part 10: Advanced topics](https://blog.tartanllama.xyz/writing-a-linux-debugger-advanced-topics/)
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### Network programming
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- Let's Code a TCP/IP Stack
- [Part 1: Ethernet & ARP](http://www.saminiir.com/lets-code-tcp-ip-stack-1-ethernet-arp/)
- [Part 2: IPv4 & ICMPv4](http://www.saminiir.com/lets-code-tcp-ip-stack-2-ipv4-icmpv4/)
- [Part 3: TCP Basics & Handshake](http://www.saminiir.com/lets-code-tcp-ip-stack-3-tcp-handshake/)
- [Part 4: TCP Data Flow & Socket API](http://www.saminiir.com/lets-code-tcp-ip-stack-4-tcp-data-flow-socket-api/)
- [Part 5: TCP Retransmission](http://www.saminiir.com/lets-code-tcp-ip-stack-5-tcp-retransmission/)
- Programming concurrent servers
- [Part 1 - Introduction](https://eli.thegreenplace.net/2017/concurrent-servers-part-1-introduction/)
- [Part 2 - Threads](https://eli.thegreenplace.net/2017/concurrent-servers-part-2-threads/)
- [Part 3 - Event-driven](https://eli.thegreenplace.net/2017/concurrent-servers-part-3-event-driven/)
- [Part 4 - libuv](https://eli.thegreenplace.net/2017/concurrent-servers-part-4-libuv/)
- [Part 5 - Redis case study](https://eli.thegreenplace.net/2017/concurrent-servers-part-5-redis-case-study/)
- [Part 6 - Callbacks, Promises and async/await](https://eli.thegreenplace.net/2018/concurrent-servers-part-6-callbacks-promises-and-asyncawait/)
### OpenGL:
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- Creating 2D Breakout game clone in C++ with OpenGL
- [Breakout](https://learnopengl.com/In-Practice/2D-Game/Breakout)
- [Setting up](https://learnopengl.com/In-Practice/2D-Game/Setting-up)
- [Rendering Sprites](https://learnopengl.com/In-Practice/2D-Game/Rendering-Sprites)
- [Levels](https://learnopengl.com/In-Practice/2D-Game/Levels)
- Collisions
- [Ball](https://learnopengl.com/In-Practice/2D-Game/Collisions/Ball)
- [Collision detection](https://learnopengl.com/In-Practice/2D-Game/Collisions/Collision-detection)
- [Collision resolution](https://learnopengl.com/In-Practice/2D-Game/Collisions/Collision-resolution)
- [Particles](https://learnopengl.com/In-Practice/2D-Game/Particles)
- [Postprocessing](https://learnopengl.com/In-Practice/2D-Game/Postprocessing)
- [Powerups](https://learnopengl.com/In-Practice/2D-Game/Powerups)
- [Audio](https://learnopengl.com/In-Practice/2D-Game/Audio)
- [Render text](https://learnopengl.com/In-Practice/2D-Game/Render-text)
- [Final thoughts](https://learnopengl.com/In-Practice/2D-Game/Final-thoughts)
- [Handmade Hero](https://handmadehero.org)
- [How to Make Minecraft in C++/OpenGL](https://www.youtube.com/playlist?list=PLMZ_9w2XRxiZq1vfw1lrpCMRDufe2MKV_) (video)
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## C#:
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- [Learn C# By Building a Simple RPG Game](http://scottlilly.com/learn-c-by-building-a-simple-rpg-index/)
- [Create a Rogue-like game in C#](https://roguesharp.wordpress.com/)
- [Create a Blank App with C# and Xamarin (work in progress)](https://www.intertech.com/Blog/xamarin-tutorial-part-1-create-a-blank-app/)
- [Build iOS Photo Library App with Xamarin and Visual Studio](https://www.raywenderlich.com/134049/building-ios-apps-with-xamarin-and-visual-studio)
- [Building the CoreWiki](https://www.youtube.com/playlist?list=PLVMqA0_8O85yC78I4Xj7z48ES48IQBa7p) This is a Wiki-style content management system that has been completely written in C# with ASP.NET Core and Razor Pages. You can find the source code [here](https://github.com/csharpfritz/CoreWiki).
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## Clojure:
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- [Build a Twitter Bot with Clojure](http://howistart.org/posts/clojure/1/index.html)
- [Bulding a Spell-Checker](https://bernhardwenzel.com/articles/clojure-spellchecker/)
- [Building a JIRA integration with Clojure & Atlassian Connect](https://hackernoon.com/building-a-jira-integration-with-clojure-atlassian-connect-506ebd112807)
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## Elixir
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- [Building a Simple Chat App With Elixir and Phoenix](https://sheharyar.me/blog/simple-chat-phoenix-elixir/)
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## Erlang
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- [ChatBus : build your first multi-user chat room app with Erlang/OTP](https://medium.com/@kansi/chatbus-build-your-first-multi-user-chat-room-app-with-erlang-otp-b55f72064901)
- [Making a Chat App with Erlang, Rebar, Cowboy and Bullet](http://marianoguerra.org/posts/making-a-chat-app-with-erlang-rebar-cowboy-and-bullet.html)
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## Java:
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- [Build an Interpreter](http://www.craftinginterpreters.com/) (Chapter 4-13 is written in Java)
- [Build a Simple HTTP Server with Java](http://javarevisited.blogspot.com/2015/06/how-to-create-http-server-in-java-serversocket-example.html)
- [Build an Android Flashlight App](https://www.youtube.com/watch?v=dhWL4DC7Krs) (video)
- [Build a Spring Boot App with User Authentication](https://scotch.io/tutorials/build-a-spring-boot-app-with-user-authentication)
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## JavaScript:
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- [Build 30 things in 30 days with 30 tutorials](https://javascript30.com)
- [Build an App in Pure JS](https://medium.com/codingthesmartway-com-blog/pure-javascript-building-a-real-world-application-from-scratch-5213591cfcd6)
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## HTML and CSS:
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- [Build A Loading Screen](https://medium.freecodecamp.org/how-to-build-a-delightful-loading-screen-in-5-minutes-847991da509f)
- [Build an HTML Calculator with JS](https://medium.freecodecamp.org/how-to-build-an-html-calculator-app-from-scratch-using-javascript-4454b8714b98)
### Mobile Application:
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- [Build a React Native Todo Application](https://egghead.io/courses/build-a-react-native-todo-application)
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### Web Applications:
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#### React:
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- [Create Serverless React.js Apps](http://serverless-stack.com/)
- [Create a Trello Clone](http://codeloveandboards.com/blog/2016/01/04/trello-tribute-with-phoenix-and-react-pt-1/)
- [Create a Character Voting App with React, Node, MongoDB and SocketIO](http://sahatyalkabov.com/create-a-character-voting-app-using-react-nodejs-mongodb-and-socketio/)
- [React Tutorial: Cloning Yelp](https://www.fullstackreact.com/articles/react-tutorial-cloning-yelp/)
- [Build a Full Stack Movie Voting App with Test-First Development using Mocha, React, Redux and Immutable](https://teropa.info/blog/2015/09/10/full-stack-redux-tutorial.html)
- [Build a Twitter Stream with React and Node](https://scotch.io/tutorials/build-a-real-time-twitter-stream-with-node-and-react-js)
- Build a Serverless MERN Story App with Webtask.io
- [Part 1](https://scotch.io/tutorials/build-a-serverless-mern-story-app-with-webtask-io-zero-to-deploy-1)
- [Part 2](https://scotch.io/tutorials/build-a-serverless-mern-story-app-with-webtask-io-zero-to-deploy-2)
- [Build A Simple Medium Clone using React.js and Node.js](https://codeburst.io/build-simple-medium-com-on-node-js-and-react-js-a278c5192f47)
- [Integrate MailChimp in JS](https://medium.freecodecamp.org/how-to-integrate-mailchimp-in-a-javascript-web-app-2a889fb43f6f)
- [Build A Chrome Extension with React + Parcel](https://medium.freecodecamp.org/building-chrome-extensions-in-react-parcel-79d0240dd58f)
- [Build A ToDo App With React Native](https://blog.hasura.io/tutorial-fullstack-react-native-with-graphql-and-authentication-18183d13373a)
- [Make a Chat Application](https://medium.freecodecamp.org/how-to-build-a-chat-application-using-react-redux-redux-saga-and-web-sockets-47423e4bc21a)
- [Create a News App with React Native](https://medium.freecodecamp.org/create-a-news-app-using-react-native-ced249263627)
- [Learn Webpack For React](https://medium.freecodecamp.org/learn-webpack-for-react-a36d4cac5060)
- [Testing React App With Pupepeteer and Jest](https://blog.bitsrc.io/testing-your-react-app-with-puppeteer-and-jest-c72b3dfcde59)
- [Build Your Own React Boilerplate](https://medium.freecodecamp.org/how-to-build-your-own-react-boilerplate-2f8cbbeb9b3f)
- [Code The Game Of Life With React](https://medium.freecodecamp.org/create-gameoflife-with-react-in-one-hour-8e686a410174)
- [A Basic React+Redux Introductory Tutorial](https://hackernoon.com/a-basic-react-redux-introductory-tutorial-adcc681eeb5e)
- [Build an Appointment Scheduler](https://hackernoon.com/build-an-appointment-scheduler-using-react-twilio-and-cosmic-js-95377f6d1040)
- [Build A Chat App with Sentiment Analysis](https://codeburst.io/build-a-chat-app-with-sentiment-analysis-using-next-js-c43ebf3ea643)
- [Build A Full Stack Web Application Setup](https://hackernoon.com/full-stack-web-application-using-react-node-js-express-and-webpack-97dbd5b9d708)
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#### Angular:
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- [Build an Instagram Clone with Angular 1.x](https://hackhands.com/building-instagram-clone-angularjs-satellizer-nodejs-mongodb/)
- Build an offline-capable Hacker News client with Angular 2+
- [Part 1](https://houssein.me/angular2-hacker-news)
- [Part 2](https://houssein.me/progressive-angular-applications)
- [Build a Google+ clone with Django and AngularJS (Angular 1.x)](https://thinkster.io/django-angularjs-tutorial)
- Build A Beautiful Real World App with Angular 6 :
- [Part I](https://medium.com/@hamedbaatour/build-a-real-world-beautiful-web-app-with-angular-6-a-to-z-ultimate-guide-2018-part-i-e121dd1d55e)
- [Build Responsive layout with BootStrap 4 and Angular 6](https://medium.com/@tomastrajan/how-to-build-responsive-layouts-with-bootstrap-4-and-angular-6-cfbb108d797b)
- ToDo App with Angular 5
- [Introduction to Angular](http://www.discoversdk.com/blog/intro-to-angular-and-the-evolution-of-the-web)
- [Part 1](http://www.discoversdk.com/blog/angular-5-to-do-list-app-part-1)
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#### Node:
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- [Build A Simple Website With Node,Express and MongoDB](https://closebrace.com/tutorials/2017-03-02/the-dead-simple-step-by-step-guide-for-front-end-developers-to-getting-up-and-running-with-nodejs-express-and-mongodb)
- [Build a real-time Markdown Editor with NodeJS](https://scotch.io/tutorials/building-a-real-time-markdown-viewer)
- [Test-Driven Development with Node, Postgres and Knex](http://mherman.org/blog/2016/04/28/test-driven-development-with-node/)
- Write a Twitter Bot in Node.js
- [Part 1](https://codeburst.io/build-a-simple-twitter-bot-with-node-js-in-just-38-lines-of-code-ed92db9eb078)
- [Part 2](https://codeburst.io/build-a-simple-twitter-bot-with-node-js-part-2-do-more-2ef1e039715d)
- [Create A Simple RESTFUL Web App](https://closebrace.com/tutorials/2017-03-02/creating-a-simple-restful-web-app-with-nodejs-express-and-mongodb)
- [Build A Simple Search Bot in 30 minutes](https://medium.freecodecamp.org/how-to-build-a-simple-search-bot-in-30-minutes-eb56fcedcdb1)
- [Build A Job Scraping Web App](https://medium.freecodecamp.org/how-i-built-a-job-scraping-web-app-using-node-js-and-indreed-7fbba124bbdc)
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#### Vue
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- [Vue 2 + Firebase: How to build a Vue app with Firebase authentication system in 15 minutes](https://medium.com/@anas.mammeri/vue-2-firebase-how-to-build-a-vue-app-with-firebase-authentication-system-in-15-minutes-fdce6f289c3c)
- [Vue.js Application Tutorial Creating a Simple Budgeting App with Vue](https://matthiashager.com/complete-vuejs-application-tutorial/)
- [Build a Blog with Vue, GraphQL and Apollo](https://scotch.io/tutorials/build-a-blog-with-vue-graphql-and-apollo-client)
- Build a full stack web application using MEVN (MongoDB, Express, Vue, Node) stack
- [Part 1](https://medium.com/@anaida07/mevn-stack-application-part-1-3a27b61dcae0)
- [Part 2](https://medium.com/@anaida07/mevn-stack-application-part-2-2-9ebcf8a22753)
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- [Vue.js To-Do List Tutorial (video)](https://www.youtube.com/watch?v=78tNYZUS-ps)
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#### Others (Hapi, Express...):
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- Build a Progressive Web Application (PWA)
- [Part 1](https://bitsofco.de/bitsofcode-pwa-part-1-offline-first-with-service-worker/)
- [Part 2](https://bitsofco.de/bitsofcode-pwa-part-2-instant-loading-with-indexeddb/)
- [Part 3](https://bitsofco.de/bitsofcode-pwa-part-3-push-notifications/)
- Build A Support Ticket Application With AdonisJs
- [Part 1](https://scotch.io/tutorials/build-a-support-ticket-application-with-adonisjs)
- [Part 2](https://scotch.io/tutorials/build-a-support-ticket-application-with-adonisjs-part-2)
- [Build A Native Desktop App with JS](https://medium.freecodecamp.org/build-native-desktop-apps-with-javascript-a49ede90d8e9)
- Build a Powerful API with NodeJs,GraphQL and Hapi
- [Part I](https://medium.com/@wesharehoodies/how-to-setup-a-powerful-api-with-nodejs-graphql-mongodb-hapi-and-swagger-e251ac189649)
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#### D3.js
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- [Learn D3 using examples](https://www.sitepoint.com/d3-js-data-visualizations/)
- [Learn To Make A Line Chart](https://medium.freecodecamp.org/learn-to-create-a-line-chart-using-d3-js-4f43f1ee716b)
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### Game Development:
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- [Make 2D Breakout Game using Phaser](https://developer.mozilla.org/en-US/docs/Games/Tutorials/2D_breakout_game_Phaser)
- Make Flappy Bird in HTML5 and JavaScript with Phaser
- [Part 1](http://www.lessmilk.com/tutorial/flappy-bird-phaser-1)
- [Part 2](http://www.lessmilk.com/tutorial/flappy-bird-phaser-2)
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### Desktop Application:
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- Build a Music Player with React & Electron
- [Part 1](https://scotch.io/tutorials/build-a-music-player-with-react-electron-i-setup-basic-concepts)
- [Part 2](https://scotch.io/tutorials/build-a-music-player-with-react-electron-ii-making-the-ui)
- [Part 3](https://scotch.io/tutorials/build-a-music-player-with-react-electron-iii-bringing-it-all-together)
- (Build A Desktop Chat App with React and Electron)[https://medium.freecodecamp.org/build-a-desktop-chat-app-with-react-electron-and-chatkit-744d168e6f2f]
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### Miscellaneous:
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- [How to Build a Web Framework in Less Than 20 Lines of Code](https://www.pubnub.com/blog/build-yourself-a-web-framework-in-less-than-20-lines-of-code/)
- [Build Yourself a Redux](https://zapier.com/engineering/how-to-build-redux/)
- [How to write your own Virtual DOM](https://medium.com/@deathmood/how-to-write-your-own-virtual-dom-ee74acc13060)
- [Build A Realtime Serverless GraphQL API with WebSockets on AWS](https://andrewgriffithsonline.com/blog/serverless-websockets-on-aws/)
2017-04-12 05:20:16 +00:00
## Kotlin:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Keddit - Learn Kotlin While Developing an Android Application](https://medium.com/@juanchosaravia/learn-kotlin-while-developing-an-android-app-introduction-567e21ff9664)
## Lua:
### LÖVE:
2018-10-04 05:45:14 +00:00
- BYTEPATH: Creation of a Complete Game with Lua and LÖVE
- [Part 0: Introduction](https://github.com/SSYGEN/blog/issues/30)
- [Part 1: Game Loop](https://github.com/SSYGEN/blog/issues/15)
- [Part 2: Libraries](https://github.com/SSYGEN/blog/issues/16)
- [Part 3: Rooms and Areas](https://github.com/SSYGEN/blog/issues/17)
- [Part 4: Exercises](https://github.com/SSYGEN/blog/issues/18)
- [Part 5: Game Basics](https://github.com/SSYGEN/blog/issues/19)
- [Part 6: Player Basics](https://github.com/SSYGEN/blog/issues/20)
- [Part 7: Player Stats and Attacks](https://github.com/SSYGEN/blog/issues/21)
- [Part 8: Enemies](https://github.com/SSYGEN/blog/issues/22)
- [Part 9: Director and Gameplay Loop](https://github.com/SSYGEN/blog/issues/23)
- [Part 10: Coding Practices](https://github.com/SSYGEN/blog/issues/24)
- [Part 11: Passives](https://github.com/SSYGEN/blog/issues/25)
- [Part 12: More Passives](https://github.com/SSYGEN/blog/issues/26)
- [Part 13: Skill Tree](https://github.com/SSYGEN/blog/issues/27)
- [Part 14: Console](https://github.com/SSYGEN/blog/issues/28)
- [Part 15: Final](https://github.com/SSYGEN/blog/issues/29)
2017-04-12 05:20:16 +00:00
## Python:
2017-10-21 20:12:20 +00:00
2017-05-02 06:02:03 +00:00
### Web Scraping:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Mining Twitter Data with Python](https://marcobonzanini.com/2015/03/02/mining-twitter-data-with-python-part-1/)
- [Scrape a Website with Scrapy and MongoDB](https://realpython.com/blog/python/web-scraping-with-scrapy-and-mongodb/)
- [How To Scrape With Python and Selenium WebDriver](http://www.byperth.com/2018/04/25/guide-web-scraping-101-what-you-need-to-know-and-how-to-scrape-with-python-selenium-webdriver/)
- [Which Movie Should I Watch using BeautifulSoup](https://medium.com/@nishantsahoo.in/which-movie-should-i-watch-5c83a3c0f5b1)
2017-10-21 20:12:20 +00:00
2017-05-02 06:02:03 +00:00
### Web Applications:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Build a Microblog with Flask](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)
- Create a Blog Web App In Django
- [Part I : Introduction](https://tutorial.djangogirls.org/en/)
- [Part II : Extension To Add More Features](https://legacy.gitbook.com/book/djangogirls/django-girls-tutorial-extensions/details)
- [Choose Your Own Adventure Presentations](https://www.twilio.com/blog/2015/03/choose-your-own-adventures-presentations-wizard-mode-part-1-of-3.html)
- [Build a Todo List with Flask and RethinkDB](https://realpython.com/blog/python/rethink-flask-a-simple-todo-list-powered-by-flask-and-rethinkdb/)
- [Build a Todo List with Django and Test-Driven Development](http://www.obeythetestinggoat.com/)
- [Build a RESTful Microservice in Python](http://www.skybert.net/python/developing-a-restful-micro-service-in-python/)
- [Microservices with Docker, Flask, and React](https://testdriven.io/)
- [Build A Simple Web App With Flask](https://pythonspot.com/flask-web-app-with-python/)
- [Build a RESTful API with Flask The TDD Way](https://scotch.io/tutorials/build-a-restful-api-with-flask-the-tdd-way)
- [Create A Django API in under 20 minutes](https://codeburst.io/create-a-django-api-in-under-20-minutes-2a082a60f6f3)
2017-10-21 20:12:20 +00:00
2017-05-02 06:02:03 +00:00
### Bots:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Build a Reddit Bot](http://pythonforengineers.com/build-a-reddit-bot-part-1/)
- [How to Make a Reddit Bot - YouTube](https://www.youtube.com/watch?v=krTUf7BpTc0) (video)
- [Build a Facebook Messenger Bot](https://blog.hartleybrody.com/fb-messenger-bot/)
- [Making a Reddit + Facebook Messenger Bot](https://pythontips.com/2017/04/13/making-a-reddit-facebook-messenger-bot/)
- How To Create a Telegram Bot Using Python
- [Part 1](https://khashtamov.com/en/how-to-create-a-telegram-bot-using-python/)
- [Part 2](https://khashtamov.com/en/how-to-deploy-telegram-bot-django/)
- [Create a Twitter Bot In Python](https://medium.freecodecamp.org/creating-a-twitter-bot-in-python-with-tweepy-ac524157a607)
2017-10-21 20:12:20 +00:00
### Data Science:
2018-10-04 05:45:14 +00:00
- Learn Python For Data Science by Doing Several Projects (video):
- [Part 1: Introduction](https://www.youtube.com/watch?v=T5pRlIbr6gg)
- [Part 2: Twitter Sentiment Analysis](https://www.youtube.com/watch?v=o_OZdbCzHUA)
- [Part 3: Recommendation Systems](https://www.youtube.com/watch?v=9gBC9R-msAk&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU&index=3)
- [Part 4: Predicting Stock Prices](https://www.youtube.com/watch?v=SSu00IRRraY&index=4&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU)
- [Part 5: Deep Dream in TensorFlow](https://www.youtube.com/watch?v=MrBzgvUNr4w&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU&index=5)
- [Part 6: Genetic Algorithms](https://www.youtube.com/watch?v=dSofAXnnFrY&index=6&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU)
### Machine Learning:
2018-10-04 05:45:14 +00:00
- [Write Linear Regression From Scratch in Python](https://www.youtube.com/watch?v=uwwWVAgJBcM) (video)
- [Step-By-Step Machine Learning In Python](https://machinelearningmastery.com/machine-learning-in-python-step-by-step/)
- [Predict Quality Of Wine](https://medium.freecodecamp.org/using-machine-learning-to-predict-the-quality-of-wines-9e2e13d7480d)
- [Solving A Fruits Classification Problem](https://towardsdatascience.com/solving-a-simple-classification-problem-with-python-fruits-lovers-edition-d20ab6b071d2)
- [Learn Unsupervised Learning with Python](https://towardsdatascience.com/unsupervised-learning-with-python-173c51dc7f03)
- [Build Your Own Neural Net from Scratch in Python](https://towardsdatascience.com/how-to-build-your-own-neural-network-from-scratch-in-python-68998a08e4f6)
- [Linear Regression in Python without sklearn](https://medium.com/we-are-orb/linear-regression-in-python-without-scikit-learn-50aef4b8d122)
- [Multivariate Linear Regression without sklearn](https://medium.com/we-are-orb/multivariate-linear-regression-in-python-without-scikit-learn-7091b1d45905)
- [Music Recommender using KNN](https://towardsdatascience.com/how-to-build-a-simple-song-recommender-296fcbc8c85)
### OpenCV:
2018-10-04 05:45:14 +00:00
- [Build A Document Scanner](https://www.pyimagesearch.com/2014/09/01/build-kick-ass-mobile-document-scanner-just-5-minutes/)
- [Build A Face Detector using OpenCV and Deep Learning](https://www.pyimagesearch.com/2018/02/26/face-detection-with-opencv-and-deep-learning/)
- [Build a Face Recognition System using OpenCV, Python and Deep Learning](https://www.pyimagesearch.com/2018/06/18/face-recognition-with-opencv-python-and-deep-learning/)
- [Detect The Salient Features in an Image](https://www.pyimagesearch.com/2018/07/16/opencv-saliency-detection/)
- [Build A Barcode Scanner](https://www.pyimagesearch.com/2018/05/21/an-opencv-barcode-and-qr-code-scanner-with-zbar/)
- [Learn Face Clustering with Python](https://www.pyimagesearch.com/2018/07/09/face-clustering-with-python/)
- [Object Tracking with Camshift](https://www.pyimagesearch.com/wp-content/uploads/2014/11/opencv_crash_course_camshift.pdf)
- [Semantic Segmentation with OpenCV and Deep Learning](https://www.pyimagesearch.com/2018/09/03/semantic-segmentation-with-opencv-and-deep-learning/)
- [Text Detection in Images and Videos](https://www.pyimagesearch.com/2018/08/20/opencv-text-detection-east-text-detector/)
- [People Counter using OpenCV](https://www.pyimagesearch.com/2018/08/13/opencv-people-counter/)
- [Tracking Multiple Objects with OpenCV](https://www.pyimagesearch.com/2018/08/06/tracking-multiple-objects-with-opencv/)
- [Neural Style Transfer with OpenCV](https://www.pyimagesearch.com/2018/08/27/neural-style-transfer-with-opencv/)
- [OpenCV OCR and Text Recognition](https://www.pyimagesearch.com/2018/09/17/opencv-ocr-and-text-recognition-with-tesseract/)
- [Text Skew Correction Tutorial](https://www.pyimagesearch.com/2017/02/20/text-skew-correction-opencv-python/)
- [Facial Landmark Detection Tutorial](https://www.pyimagesearch.com/2017/04/03/facial-landmarks-dlib-opencv-python/)
2018-10-04 05:48:39 +00:00
- [Object Detection using Mask-R-CNN](https://www.learnopencv.com/deep-learning-based-object-detection-and-instance-segmentation-using-mask-r-cnn-in-opencv-python-c/)
- [Automatic Target Detection Tutorial](https://www.pyimagesearch.com/2015/05/04/target-acquired-finding-targets-in-drone-and-quadcopter-video-streams-using-python-and-opencv/)
2018-10-07 08:01:29 +00:00
- [EigenFaces using OpenCV](https://www.learnopencv.com/eigenface-using-opencv-c-python/)
- [Faster(5-point) Facial Landmark Detection Tutorial](https://www.pyimagesearch.com/2018/04/02/faster-facial-landmark-detector-with-dlib/)
- [Hand Keypoint Detection](https://www.learnopencv.com/hand-keypoint-detection-using-deep-learning-and-opencv/)
- Dlib Correlation Object Tracking -
- [Single Object Tracker](https://www.pyimagesearch.com/2018/10/22/object-tracking-with-dlib/)
2018-04-20 06:01:35 +00:00
### Deep Learning:
2018-10-04 05:45:14 +00:00
- [Using Convolutional Neural Nets to Detect Facial Keypoints](http://danielnouri.org/notes/2014/12/17/using-convolutional-neural-nets-to-detect-facial-keypoints-tutorial/)
- [Generate an Average Face using Python and OpenCV](https://www.learnopencv.com/average-face-opencv-c-python-tutorial/)
- [Break A Captcha System using CNNs](https://medium.com/@ageitgey/how-to-break-a-captcha-system-in-15-minutes-with-machine-learning-dbebb035a710)
- [Use pre-trained Inception model to provide image predictions](https://medium.com/google-cloud/keras-inception-v3-on-google-compute-engine-a54918b0058)
- [Create your first CNN](https://hackernoon.com/deep-learning-cnns-in-tensorflow-with-gpus-cba6efe0acc2)
- [Build A Facial Recognition Pipeline](https://hackernoon.com/building-a-facial-recognition-pipeline-with-deep-learning-in-tensorflow-66e7645015b8)
- [Build An Image Caption Generator](https://medium.freecodecamp.org/building-an-image-caption-generator-with-deep-learning-in-tensorflow-a142722e9b1f)
- [Make your Own Face Recognition System](https://medium.freecodecamp.org/making-your-own-face-recognition-system-29a8e728107c)
- [Train a Language Detection AI in 20 minutes](https://towardsdatascience.com/how-i-trained-a-language-detection-ai-in-20-minutes-with-a-97-accuracy-fdeca0fb7724)
- [Object Detection With Neural Networks](https://towardsdatascience.com/object-detection-with-neural-networks-a4e2c46b4491)
- Learn Twitter Sentiment Analysis -
- [Part I - Data Cleaning](https://towardsdatascience.com/another-twitter-sentiment-analysis-bb5b01ebad90)
- [Part II - EDA, Data Visualisation](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-2-333514854913)
- [Part III - Zipf's Law, Data Visualisation](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-3-zipfs-law-data-visualisation-fc9eadda71e7)
- [Part IV - Feature Extraction(count vectoriser)](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-4-count-vectorizer-b3f4944e51b5)
- [Part V - Feature Extraction(Tfidf vectoriser)](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-5-50b4e87d9bdd)
- [Part VI - Doc2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-6-doc2vec-603f11832504)
- [Part VII - Phrase Modeling + Doc2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-7-phrase-modeling-doc2vec-592a8a996867)
- [Part VIII - Dimensionality Reduction](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-8-dimensionality-reduction-chi2-pca-c6d06fb3fcf3)
- [Part IX - Neural Nets with Tfdif vectors](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-9-neural-networks-with-tfidf-vectors-using-d0b4af6be6d7)
- [Part X - Neural Nets with word2vec/doc2vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-10-neural-network-with-a6441269aa3c)
- [Part XI - CNN with Word2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-11-cnn-word2vec-41f5e28eda74)
- [Use Transfer Learning for custom image classification](https://becominghuman.ai/transfer-learning-retraining-inception-v3-for-custom-image-classification-2820f653c557)
- [Learn to Code a simple Neural Network in 11 lines of Python](https://iamtrask.github.io/2015/07/12/basic-python-network/)
- [Build a Neural Network using Gradient Descent Approach](https://iamtrask.github.io/2015/07/27/python-network-part2/)
- [Train a Keras Model To Generate Colors](https://heartbeat.fritz.ai/how-to-train-a-keras-model-to-generate-colors-3bc79e54971b)
- [Get Started with Keras on a Custom Dataset](https://www.pyimagesearch.com/2018/09/10/keras-tutorial-how-to-get-started-with-keras-deep-learning-and-python/)
- [Use EigenFaces and FisherFaces on Faces94 dataset](https://nicholastsmith.wordpress.com/2016/02/18/eigenfaces-versus-fisherfaces-on-the-faces94-database-with-scikit-learn/)
- [Kaggle MNIST Digit Recognizer Tutorial](https://medium.com/@lvarruda/how-to-get-top-2-position-on-kaggles-mnist-digit-recognizer-48185d80a2d4)
- [Fashion MNIST tutorial with tf.keras](https://medium.com/tensorflow/hello-deep-learning-fashion-mnist-with-keras-50fcff8cd74a)
- [CNN using Keras to automatically classify root health](https://www.pyimagesearch.com/2018/10/15/deep-learning-hydroponics-and-medical-marijuana/)
2018-10-18 15:07:03 +00:00
- [Keras vs Tensorflow](https://www.pyimagesearch.com/2018/10/08/keras-vs-tensorflow-which-one-is-better-and-which-one-should-i-learn/)
2017-05-02 06:02:03 +00:00
### Miscellaneous:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Build a Simple Interpreter](https://ruslanspivak.com/lsbasi-part1/)
- [Build a Simple Blockchain in Python](https://hackernoon.com/learn-blockchains-by-building-one-117428612f46)
- [Write a NoSQL Database in Python](https://jeffknupp.com/blog/2014/09/01/what-is-a-nosql-database-learn-by-writing-one-in-python/)
- [Building a Gas Pump Scanner with OpenCV/Python/iOS](https://hackernoon.com/building-a-gas-pump-scanner-with-opencv-python-ios-116fe6c9ae8b)
- [Build a Distributed Streaming System with Python and Kafka](https://scotch.io/tutorials/build-a-distributed-streaming-system-with-apache-kafka-and-python)
- [Writing a basic x86-64 JIT compiler from scratch in stock Python](https://csl.name/post/python-jit/)
- Making a low level (Linux) debugger
- [Part 1](https://blog.asrpo.com/making_a_low_level_debugger)
- [Part 2: C](https://blog.asrpo.com/making_a_low_level_debugger_part_2)
- Implementing a Search Engine
- [Part 1](http://www.ardendertat.com/2011/05/30/how-to-implement-a-search-engine-part-1-create-index/)
- [Part 2](http://www.ardendertat.com/2011/05/31/how-to-implement-a-search-engine-part-2-query-index/)
- [Part 3](http://www.ardendertat.com/2011/07/17/how-to-implement-a-search-engine-part-3-ranking-tf-idf/)
- [Build the Game of Life](https://robertheaton.com/2018/07/20/project-2-game-of-life/)
- [Create terminal ASCII art](https://robertheaton.com/2018/06/12/programming-projects-for-advanced-beginners-ascii-art/)
## Go:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Create a Real Time Chat App with Golang, Angular 2, and WebSocket](https://www.thepolyglotdeveloper.com/2016/12/create-real-time-chat-app-golang-angular-2-websockets/)
- [Building Go Web Applications and Microservices Using Gin](https://semaphoreci.com/community/tutorials/building-go-web-applications-and-microservices-using-gin)
- [How to Use Godog for Behavior-driven Development in Go et started with Godog](https://semaphoreci.com/community/tutorials/how-to-use-godog-for-behavior-driven-development-in-go)
- Building Blockchain in Go
- [Part 1: Basic Prototype](https://jeiwan.cc/posts/building-blockchain-in-go-part-1/)
- [Part 2: Proof of Work](https://jeiwan.cc/posts/building-blockchain-in-go-part-2/)
- [Part 3: Persistence and CLI](https://jeiwan.cc/posts/building-blockchain-in-go-part-3/)
- [Part 4: Transactions 1](https://jeiwan.cc/posts/building-blockchain-in-go-part-4/)
- [Part 5: Address](https://jeiwan.cc/posts/building-blockchain-in-go-part-5/)
- [Part 6: Transactions 2](https://jeiwan.cc/posts/building-blockchain-in-go-part-6/)
- [Part 7: Network](https://jeiwan.cc/posts/building-blockchain-in-go-part-7/)
- [Build Web Application with GoLang](https://legacy.gitbook.com/book/astaxie/build-web-application-with-golang/details)
2018-10-08 21:21:14 +00:00
- [Building a container from scratch in Go - Liz Rice (Microscaling Systems)](https://www.youtube.com/watch?v=Utf-A4rODH8)
2017-04-12 05:31:55 +00:00
2017-05-11 13:48:35 +00:00
## PHP:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [How To Build A Blog With Laravel](https://www.youtube.com/playlist?list=PLwAKR305CRO-Q90J---jXVzbOd4CDRbVx) (video)
- [Make Your Own Blog (in Pure PHP)](http://ilovephp.jondh.me.uk/en/tutorial/make-your-own-blog)
- [Build A Real Estate Website Example with SilverStripe](https://www.silverstripe.org/learn/lessons/)
- [Building Realtime Chat App with Laravel 5.4 and VueJS](https://www.youtube.com/playlist?list=PLXsbBbd36_uVjOFH_P25__XAyGsohXWlv) (video)
- [Build A Social Network: Laravel 5 - Youtube](https://www.youtube.com/playlist?list=PLfdtiltiRHWGGxaR6uFtwZnnbcXqyq8JD) (video)
- Build a full-featured multi-tenant app with Laravel
- [Part 0: Introduction](https://medium.com/@ashokgelal/writing-a-full-featured-multi-tenant-laravel-app-from-scratch-a0e1a7350d9d)
- [Part 1: Setup](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-1-4049a3cc229d)
- [Part 2: Roles and Permissinos](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-2-roles-and-permissions-d9a5bfe5d525)
- [Part 3: Invitation](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-3-invitation-c982dca55eb9)
- [Part 4: Authentication](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-4-tenancy-aware-authentication-e0ee37270bc8)
- [Part 5: Testing](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-2-unit-tests-96d6dfbf0617)
- [Part 6: User Profile](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-5-user-profile-5c3d0c655f3a)
- [Part 7: Deployment](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-7-deployment-40bb3c895627)
2017-05-04 22:18:35 +00:00
## OCaml:
2018-10-04 05:45:14 +00:00
- [Implement a Language with LLVM in OCaml](https://llvm.org/docs/tutorial/#kaleidoscope-implementing-a-language-with-llvm-in-objective-caml)
## Ruby:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Build a Network Stack with Ruby](https://medium.com/geckoboard-under-the-hood/how-to-build-a-network-stack-in-ruby-f73aeb1b661b)
2017-10-21 23:03:59 +00:00
### Ruby on Rails:
2018-10-04 05:45:14 +00:00
- [The Ruby on Rails Tutorial](https://www.railstutorial.org/book)
- [Build Instagram From Scratch with Ruby on Rails](https://www.dropbox.com/s/9vq430e9s3q7pu8/Let%27s%20Build%20Instagram%20with%20Ruby%20on%20Rails%20-%20Free%20Edition.pdf?dl=0)
- [Build a CMS with Ruby on Rails](https://pchm.co/posts/tutorial-how-to-build-a-cms-in-ruby-on-rails)
- [Build a Social Network using Rails](https://medium.com/rails-ember-beyond/how-to-build-a-social-network-using-rails-eb31da569233)
2017-04-12 05:31:55 +00:00
## Haskell:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Write You a Haskell - Build a modern functional compiler](http://dev.stephendiehl.com/fun/)
- [Write Yourself a Scheme in 48 hours](https://en.wikibooks.org/wiki/Write_Yourself_a_Scheme_in_48_Hours)
- [Write You A Scheme, Version 2](https://github.com/write-you-a-scheme-v2/scheme)
- [Roll Your Own IRC Bot](https://wiki.haskell.org/Roll_your_own_IRC_bot)
- [Let's Build A Basic Compiler in Haskell](http://alephnullplex.github.io/cradle/)
- [Making Movie Monad](https://lettier.github.io/posts/2016-08-15-making-movie-monad.html)
- [Making a Website with Haskell **(outdated)**](http://adit.io/posts/2013-04-15-making-a-website-with-haskell.html)
2017-04-12 06:19:02 +00:00
## R:
2017-10-21 20:12:20 +00:00
2018-10-04 05:45:14 +00:00
- [Build Web Apps with Shiny](http://shiny.rstudio.com/tutorial/)
- [Build A Cryptocurrency Bot](https://towardsdatascience.com/build-a-cryptocurrency-trading-bot-with-r-1445c429e1b1)
- [Learn Associate Rule Mining in R](https://towardsdatascience.com/association-rule-mining-in-r-ddf2d044ae50)
2017-04-12 06:19:02 +00:00
## Rust:
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- A Simple Web App in Rust
- [Part 1](http://joelmccracken.github.io/entries/a-simple-web-app-in-rust-pt-1/)
- [Part 2a](http://joelmccracken.github.io/entries/a-simple-web-app-in-rust-pt-2a/)
- [Part 2b](http://joelmccracken.github.io/entries/a-simple-web-app-in-rust-pt-2b/)
- [Write an OS in pure Rust](https://os.phil-opp.com/news/2018-03-09-pure-rust/)
- [Build a browser engine in Rust](https://limpet.net/mbrubeck/2014/08/08/toy-layout-engine-1.html)
- [Write a Microservice in Rust](http://www.goldsborough.me/rust/web/tutorial/2018/01/20/17-01-11-writing_a_microservice_in_rust/)
- [Learning Rust with Too Many Linked Lists](http://cglab.ca/~abeinges/blah/too-many-lists/book/README.html)
- Rust in Detail: Writing Scalable Chat Service from Scratch
- [Part 1: Implementing WebSocket. Introduction.](https://nbaksalyar.github.io/2015/07/10/writing-chat-in-rust.html)
- [Part 2: Sending and Receiving Messages](https://nbaksalyar.github.io/2015/11/09/rust-in-detail-2.html)
2017-04-28 19:42:35 +00:00
## Swift:
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- [Hacking with Swift - Learn Swift by doing 39 projects](https://www.hackingwithswift.com/read)
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## Additional Resources
- [React Redux Links](https://github.com/markerikson/react-redux-links)
- [Full Stack Python](https://www.fullstackpython.com/)
- [Node School](https://nodeschool.io/)
- [ScotchIO](https://scotch.io/)
- [Exercism](http://www.exercism.io/)
- [Egghead.io](http://www.egghead.io/)
- [Michael Herman's Blog](http://mherman.org/)
- [Thinkster.io](http://thinkster.io)
- [C Project Based Tutorials](https://www.reddit.com/r/C_Programming/comments/872rlt/c_project_based_tutorials/)
- [Enlight](https://enlight.nyc/)
- [Hack Club Workshops](https://hackclub.com/workshops/)