{"id":23362800,"url":"https://github.com/anakincodebase/project-based-learning","last_synced_at":"2025-04-07T21:39:32.530Z","repository":{"id":262275576,"uuid":"886743020","full_name":"anakincodebase/project-based-learning","owner":"anakincodebase","description":"Curated list of project-based tutorials ","archived":false,"fork":false,"pushed_at":"2024-11-20T14:21:41.000Z","size":194,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-13T23:14:42.451Z","etag":null,"topics":["cpp","deep-learning","julia-language","machine-learning","project-based-learning","python3"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/anakincodebase.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-11-11T14:21:49.000Z","updated_at":"2024-11-20T14:21:45.000Z","dependencies_parsed_at":"2024-12-20T04:35:37.575Z","dependency_job_id":"9126e6a9-086e-4064-8fc9-41633ca20a0c","html_url":"https://github.com/anakincodebase/project-based-learning","commit_stats":null,"previous_names":["afnanahmed19/project-based-learning","afnancodebase/project-based-learning","anakincodebase/project-based-learning"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anakincodebase%2Fproject-based-learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anakincodebase%2Fproject-based-learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anakincodebase%2Fproject-based-learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anakincodebase%2Fproject-based-learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/anakincodebase","download_url":"https://codeload.github.com/anakincodebase/project-based-learning/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247734263,"owners_count":20987237,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cpp","deep-learning","julia-language","machine-learning","project-based-learning","python3"],"created_at":"2024-12-21T12:24:25.045Z","updated_at":"2025-04-07T21:39:32.482Z","avatar_url":"https://github.com/anakincodebase.png","language":null,"readme":"#### Project-Based Learning: \n###\tDual Learning Systems: The brain has two main ways of learning: \n\t# Cognitive (Cortical): Conscious, deliberate learning of facts and concepts. Think studying, reading, or attending lectures.\n\t# Procedural (Subcortical): Unconscious, skill-based learning through practice and repetition. Think riding a bike, playing an instrument, or mastering a sport.\n\n\nThis repository offers a comprehensive collection of programming tutorials designed for aspiring software developers. Through hands-on projects, you'll gain practical experience by building applications from scratch, covering a wide range of programming languages and technologies.\n\n\n## Table of Contents:\n\n- [C#](#c)\n- [C/C++](#cc)\n- [Clojure](#clojure)\n- [Dart](#dart)\n- [Elixir](#elixir)\n- [Erlang](#erlang)\n- [F#](#f)\n- [Go](#go)\n- [Haskell](#haskell)\n- [HTML/CSS](#html-and-css)\n- [Java](#java)\n- [JavaScript](#javascript)\n- [Kotlin](#kotlin)\n- [Lua](#lua)\n- [OCaml](#ocaml)\n- [PHP](#php)\n- [Python](#python)\n- [R](#r)\n- [Ruby](#ruby)\n- [Rust](#rust)\n- [Scala](#scala)\n- [Swift](#swift)\n- [Additional resources](#additional-resources)\n\n## C/C++:\n\n- [Build an Interpreter](http://www.craftinginterpreters.com/) (Chapter 14 on is written in C)\n- [Memory Allocators 101 - Write a simple memory allocator](https://arjunsreedharan.org/post/148675821737/memory-allocators-101-write-a-simple-memory)\n- [Write a Shell in C](https://brennan.io/2015/01/16/write-a-shell-in-c/)\n- [Write a FUSE Filesystem](https://www.cs.nmsu.edu/~pfeiffer/fuse-tutorial/)\n- [Build Your Own Text Editor](http://viewsourcecode.org/snaptoken/kilo/)\n- [Build Your Own Lisp](http://www.buildyourownlisp.com/)\n- [How to Program an NES Game in C](https://nesdoug.com/)\n- [Write an OS from scratch](https://github.com/tuhdo/os01)\n- [How to create an OS from scratch ](https://github.com/cfenollosa/os-tutorial)\n- [Building a CHIP-8 Emulator](https://austinmorlan.com/posts/chip8_emulator/)\n- [Beginning Game Programming with C++ and SDL](http://lazyfoo.net/tutorials/SDL/)\n- [Implementing a Key-Value Store](http://codecapsule.com/2012/11/07/ikvs-implementing-a-key-value-store-table-of-contents/)\n- Tiny 3D graphics projects\n  - [Tiny Renderer or how OpenGL works: software rendering in 500 lines of code](https://github.com/ssloy/tinyrenderer/wiki)\n  - [Understandable RayTracing in 256 lines of bare C++](https://github.com/ssloy/tinyraytracer/wiki)\n  - [KABOOM! in 180 lines of bare C++](https://github.com/ssloy/tinykaboom/wiki)\n  - [486 lines of C++: old-school FPS in a weekend](https://github.com/ssloy/tinyraycaster/wiki)\n- Writing a minimal x86-64 JIT compiler in C++\n  - [Part 1](https://solarianprogrammer.com/2018/01/10/writing-minimal-x86-64-jit-compiler-cpp/)\n  - [Part 2](https://solarianprogrammer.com/2018/01/12/writing-minimal-x86-64-jit-compiler-cpp-part-2/)\n- [Build a Live Code-reloader Library for C++](http://howistart.org/posts/cpp/1/index.html)\n- [Write a hash table in C](https://github.com/jamesroutley/write-a-hash-table)\n- [Let's Build a Simple Database](https://cstack.github.io/db_tutorial/)\n- [Let's Write a Kernel](http://arjunsreedharan.org/post/82710718100/kernel-101-lets-write-a-kernel)\n- [Write a Bootloader in C](http://3zanders.co.uk/2017/10/13/writing-a-bootloader/)\n- [Linux Container in 500 Lines of Code](https://blog.lizzie.io/linux-containers-in-500-loc.html)\n- [Write Your Own Virtual Machine](https://justinmeiners.github.io/lc3-vm/)\n- [Learning KVM - Implement Your Own Linux Kernel](https://david942j.blogspot.com/2018/10/note-learning-kvm-implement-your-own.html)\n- [Build Your Own Redis with C/C++](https://build-your-own.org/redis/)\n- Write a C compiler\n  - [Part 1: Integers, Lexing and Code Generation](https://norasandler.com/2017/11/29/Write-a-Compiler.html)\n  - [Part 2: Unary Operators](https://norasandler.com/2017/12/05/Write-a-Compiler-2.html)\n  - [Part 3: Binary Operators](https://norasandler.com/2017/12/15/Write-a-Compiler-3.html)\n  - [Part 4: Even More Binary Operators](https://norasandler.com/2017/12/28/Write-a-Compiler-4.html)\n  - [Part 5: Local Variables](https://norasandler.com/2018/01/08/Write-a-Compiler-5.html)\n  - [Part 6: Conditionals](https://norasandler.com/2018/02/25/Write-a-Compiler-6.html)\n  - [Part 7: Compound Statements](https://norasandler.com/2018/03/14/Write-a-Compiler-7.html)\n  - [Part 8: Loops](https://norasandler.com/2018/04/10/Write-a-Compiler-8.html)\n  - [Part 9: Functions](https://norasandler.com/2018/06/27/Write-a-Compiler-9.html)\n  - [Part 10: Global Variables](https://norasandler.com/2019/02/18/Write-a-Compiler-10.html)\n- [Implementing a Language with LLVM](https://llvm.org/docs/tutorial/#kaleidoscope-implementing-a-language-with-llvm)\n- [Meta Crush Saga: a C++17 compile-time game](https://jguegant.github.io//jguegant.github.io/blogs/tech/meta-crush-saga.html)\n- [High-Performance Matrix Multiplication](https://gist.github.com/nadavrot/5b35d44e8ba3dd718e595e40184d03f0)\n- Space Invaders from Scratch\n  - [Part 1](http://nicktasios.nl/posts/space-invaders-from-scratch-part-1.html)\n  - [Part 2](http://nicktasios.nl/posts/space-invaders-from-scratch-part-2.html)\n  - [Part 3](http://nicktasios.nl/posts/space-invaders-from-scratch-part-3.html)\n  - [Part 4](http://nicktasios.nl/posts/space-invaders-from-scratch-part-4.html)\n  - [Part 5](http://nicktasios.nl/posts/space-invaders-from-scratch-part-5.html)\n- [Tetris Tutorial in C++ Platform Independent](http://javilop.com/gamedev/tetris-tutorial-in-c-platform-independent-focused-in-game-logic-for-beginners/)\n- Writing a Linux Debugger\n  - [Part 1: Setup](https://blog.tartanllama.xyz/writing-a-linux-debugger-setup/)\n  - [Part 2: Breakpoints](https://blog.tartanllama.xyz/writing-a-linux-debugger-breakpoints/)\n  - [Part 3: Registers and memory](https://blog.tartanllama.xyz/writing-a-linux-debugger-registers/)\n  - [Part 4: Elves and dwarves](https://blog.tartanllama.xyz/writing-a-linux-debugger-elf-dwarf/)\n  - [Part 5: Source and signals](https://blog.tartanllama.xyz/writing-a-linux-debugger-source-signal/)\n  - [Part 6: Source-level stepping](https://blog.tartanllama.xyz/writing-a-linux-debugger-dwarf-step/)\n  - [Part 7: Source-level breakpoints](https://blog.tartanllama.xyz/writing-a-linux-debugger-source-break/)\n  - [Part 8: Stack unwinding](https://blog.tartanllama.xyz/writing-a-linux-debugger-unwinding/)\n  - [Part 9: Handling variables](https://blog.tartanllama.xyz/writing-a-linux-debugger-variables/)\n  - [Part 10: Advanced topics](https://blog.tartanllama.xyz/writing-a-linux-debugger-advanced-topics/)\n- Let's write a compiler\n  - [Part 1: Introduction, selecting a language, and doing some planning](https://briancallahan.net/blog/20210814.html)\n  - [Part 2: A lexer](https://briancallahan.net/blog/20210815.html)\n  - [Part 3: A parser](https://briancallahan.net/blog/20210816.html)\n  - [Part 4: Testing](https://briancallahan.net/blog/20210817.html)\n  - [Part 5: A code generator](https://briancallahan.net/blog/20210818.html)\n  - [Part 6: Input and output](https://briancallahan.net/blog/20210819.html)\n  - [Part 7: Arrays](https://briancallahan.net/blog/20210822.html)\n  - [Part 8: Strings, forward references, and conclusion](https://briancallahan.net/blog/20210826.html)\n\n### Network programming\n\n- Let's Code a TCP/IP Stack\n\n  - [Part 1: Ethernet \u0026 ARP](http://www.saminiir.com/lets-code-tcp-ip-stack-1-ethernet-arp/)\n  - [Part 2: IPv4 \u0026 ICMPv4](http://www.saminiir.com/lets-code-tcp-ip-stack-2-ipv4-icmpv4/)\n  - [Part 3: TCP Basics \u0026 Handshake](http://www.saminiir.com/lets-code-tcp-ip-stack-3-tcp-handshake/)\n  - [Part 4: TCP Data Flow \u0026 Socket API](http://www.saminiir.com/lets-code-tcp-ip-stack-4-tcp-data-flow-socket-api/)\n  - [Part 5: TCP Retransmission](http://www.saminiir.com/lets-code-tcp-ip-stack-5-tcp-retransmission/)\n\n- Programming concurrent servers\n\n  - [Part 1 - Introduction](https://eli.thegreenplace.net/2017/concurrent-servers-part-1-introduction/)\n  - [Part 2 - Threads](https://eli.thegreenplace.net/2017/concurrent-servers-part-2-threads/)\n  - [Part 3 - Event-driven](https://eli.thegreenplace.net/2017/concurrent-servers-part-3-event-driven/)\n  - [Part 4 - libuv](https://eli.thegreenplace.net/2017/concurrent-servers-part-4-libuv/)\n  - [Part 5 - Redis case study](https://eli.thegreenplace.net/2017/concurrent-servers-part-5-redis-case-study/)\n  - [Part 6 - Callbacks, Promises and async/await](https://eli.thegreenplace.net/2018/concurrent-servers-part-6-callbacks-promises-and-asyncawait/)\n\n- MQTT Broker from scratch\n  - [Part 1 - The protocol](https://codepr.github.io/posts/sol-mqtt-broker)\n  - [Part 2 - Networking](https://codepr.github.io/posts/sol-mqtt-broker-p2)\n  - [Part 3 - Server](https://codepr.github.io/posts/sol-mqtt-broker-p3)\n  - [Part 4 - Data structures](https://codepr.github.io/posts/sol-mqtt-broker-p4)\n  - [Part 5 - Topic abstraction](https://codepr.github.io/posts/sol-mqtt-broker-p5)\n  - [Part 6 - Handlers](https://codepr.github.io/posts/sol-mqtt-broker-p6)\n  - [Bonus - Multithreading](https://codepr.github.io/posts/sol-mqtt-broker-bonus)\n\n### OpenGL:\n\n- Creating 2D Breakout game clone in C++ with OpenGL\n  - [Breakout](https://learnopengl.com/In-Practice/2D-Game/Breakout)\n  - [Setting up](https://learnopengl.com/In-Practice/2D-Game/Setting-up)\n  - [Rendering Sprites](https://learnopengl.com/In-Practice/2D-Game/Rendering-Sprites)\n  - [Levels](https://learnopengl.com/In-Practice/2D-Game/Levels)\n  - Collisions\n    - [Ball](https://learnopengl.com/In-Practice/2D-Game/Collisions/Ball)\n    - [Collision detection](https://learnopengl.com/In-Practice/2D-Game/Collisions/Collision-detection)\n    - [Collision resolution](https://learnopengl.com/In-Practice/2D-Game/Collisions/Collision-resolution)\n  - [Particles](https://learnopengl.com/In-Practice/2D-Game/Particles)\n  - [Postprocessing](https://learnopengl.com/In-Practice/2D-Game/Postprocessing)\n  - [Powerups](https://learnopengl.com/In-Practice/2D-Game/Powerups)\n  - [Audio](https://learnopengl.com/In-Practice/2D-Game/Audio)\n  - [Render text](https://learnopengl.com/In-Practice/2D-Game/Render-text)\n  - [Final thoughts](https://learnopengl.com/In-Practice/2D-Game/Final-thoughts)\n- [Handmade Hero](https://handmadehero.org)\n- [How to Make Minecraft in C++/OpenGL](https://www.youtube.com/playlist?list=PLMZ_9w2XRxiZq1vfw1lrpCMRDufe2MKV_) (video)\n\n## C#:\n\n- [Learn C# By Building a Simple RPG Game](http://scottlilly.com/learn-c-by-building-a-simple-rpg-index/)\n- [Create a Rogue-like game in C#](https://roguesharp.wordpress.com/)\n- [Create a Blank App with C# and Xamarin (work in progress)](https://www.intertech.com/Blog/xamarin-tutorial-part-1-create-a-blank-app/)\n- [Build iOS Photo Library App with Xamarin and Visual Studio](https://www.raywenderlich.com/134049/building-ios-apps-with-xamarin-and-visual-studio)\n- [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).\n\n## Clojure:\n\n- [Build a Twitter Bot with Clojure](http://howistart.org/posts/clojure/1/index.html)\n- [Building a Spell-Checker](https://bernhardwenzel.com/articles/clojure-spellchecker/)\n- [Building a JIRA integration with Clojure \u0026 Atlassian Connect](https://hackernoon.com/building-a-jira-integration-with-clojure-atlassian-connect-506ebd112807)\n- [Prototyping with Clojure](https://github.com/aliaksandr-s/prototyping-with-clojure)\n- [Tetris in ClojureScript](https://shaunlebron.github.io/t3tr0s-slides)\n\n## Dart:\n\n### Flutter:\n\n- [Amazon Clone with Admin Panel](https://youtu.be/O3nmP-lZAdg)\n- [Food Delivery App](https://youtu.be/7dAt-JMSCVQ)\n- [Google Docs Clone](https://youtu.be/0_GJ1w_iG44)\n- [Instagram Clone](https://youtu.be/mEPm9w5QlJM)\n- [Multiplayer TicTacToe Game](https://youtu.be/Aut-wfXacXg)\n- [TikTok Clone](https://youtu.be/4E4V9F3cbp4)\n- [Ticket Booking App](https://youtu.be/71AsYo2q_0Y)\n- [Travel App](https://youtu.be/x4DydJKVvQk)\n- [Twitch Clone](https://youtu.be/U9YKZrDX0CQ)\n- [WhatsApp Clone](https://youtu.be/yqwfP2vXWJQ)\n- [Wordle Clone](https://youtu.be/_W0RN_Cqhpg)\n- [Zoom Clone](https://youtu.be/sMA1dKbv33Y)\n- [Netflix Clone](https://youtu.be/J8IFNKzs3TI)\n\n## Elixir\n\n- [Building a Simple Chat App With Elixir and Phoenix](https://sheharyar.me/blog/simple-chat-phoenix-elixir/)\n- [How to write a super fast link shortener with Elixir, Phoenix, and Mnesia](https://medium.com/free-code-camp/how-to-write-a-super-fast-link-shortener-with-elixir-phoenix-and-mnesia-70ffa1564b3c)\n\n## Erlang\n\n- [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)\n- [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)\n\n## F#:\n\n- [Write your own Excel in 100 lines of F#](http://tomasp.net/blog/2018/write-your-own-excel)\n\n## Java:\n\n- [Build an Interpreter](http://www.craftinginterpreters.com/) (Chapter 4-13 is written in Java)\n- [Build a Simple HTTP Server with Java](http://javarevisited.blogspot.com/2015/06/how-to-create-http-server-in-java-serversocket-example.html)\n- [Build an Android Flashlight App](https://www.youtube.com/watch?v=dhWL4DC7Krs) (video)\n- [Build a Spring Boot App with User Authentication](https://spring.io/guides/gs/securing-web/)\n\n## JavaScript:\n\n- [Build 30 things in 30 days with 30 tutorials](https://javascript30.com)\n- [Build an App in Pure JS](https://medium.com/codingthesmartway-com-blog/pure-javascript-building-a-real-world-application-from-scratch-5213591cfcd6)\n- [Build a Jupyter Notebook Extension](https://link.medium.com/wWUO7TN8SS)\n- [Build a TicTacToe Game with JavaScript](https://medium.com/javascript-in-plain-english/build-tic-tac-toe-game-using-javascript-3afba3c8fdcc)\n- [Build a Simple Weather App With Vanilla JavaScript](https://webdesign.tutsplus.com/tutorials/build-a-simple-weather-app-with-vanilla-javascript--cms-33893)\n- [Build a Todo List App in JavaScript](https://github.com/dwyl/javascript-todo-list-tutorial)\n\n## HTML and CSS:\n\n- [Build A Loading Screen](https://medium.freecodecamp.org/how-to-build-a-delightful-loading-screen-in-5-minutes-847991da509f)\n- [Build an HTML Calculator with JS](https://medium.freecodecamp.org/how-to-build-an-html-calculator-app-from-scratch-using-javascript-4454b8714b98)\n- [Build Snake using only JavaScript, HTML \u0026 CSS](https://www.freecodecamp.org/news/think-like-a-programmer-how-to-build-snake-using-only-javascript-html-and-css-7b1479c3339e/)\n\n### Mobile Application:\n\n- [Build a React Native Todo Application](https://egghead.io/courses/build-a-react-native-todo-application)\n- [Build a React Native Application with Redux Thunk](https://medium.com/@alialhaddad/how-to-use-redux-thunk-in-react-and-react-native-4743a1321bd0)\n\n### Web Applications:\n\n#### React:\n\n- [Create Serverless React.js Apps](http://serverless-stack.com/)\n- [Create a Trello Clone](http://codeloveandboards.com/blog/2016/01/04/trello-tribute-with-phoenix-and-react-pt-1/)\n- [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)\n- [React Tutorial: Cloning Yelp](https://www.fullstackreact.com/articles/react-tutorial-cloning-yelp/)\n- [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)\n- [Build a Twitter Stream with React and Node](https://scotch.io/tutorials/build-a-real-time-twitter-stream-with-node-and-react-js)\n- [Build A Simple Medium Clone using React.js and Node.js](https://medium.com/@kris101/clone-medium-on-node-js-and-react-js-731cdfbb6878)\n- [Integrate MailChimp in JS](https://medium.freecodecamp.org/how-to-integrate-mailchimp-in-a-javascript-web-app-2a889fb43f6f)\n- [Build A Chrome Extension with React + Parcel](https://medium.freecodecamp.org/building-chrome-extensions-in-react-parcel-79d0240dd58f)\n- [Build A ToDo App With React Native](https://blog.hasura.io/tutorial-fullstack-react-native-with-graphql-and-authentication-18183d13373a)\n- [Make a Chat Application](https://medium.freecodecamp.org/how-to-build-a-chat-application-using-react-redux-redux-saga-and-web-sockets-47423e4bc21a)\n- [Create a News App with React Native](https://medium.freecodecamp.org/create-a-news-app-using-react-native-ced249263627)\n- [Learn Webpack For React](https://medium.freecodecamp.org/learn-webpack-for-react-a36d4cac5060)\n- [Testing React App With Puppeteer and Jest](https://blog.bitsrc.io/testing-your-react-app-with-puppeteer-and-jest-c72b3dfcde59)\n- [Build Your Own React Boilerplate](https://medium.freecodecamp.org/how-to-build-your-own-react-boilerplate-2f8cbbeb9b3f)\n- [Code The Game Of Life With React](https://medium.freecodecamp.org/create-gameoflife-with-react-in-one-hour-8e686a410174)\n- [A Basic React+Redux Introductory Tutorial](https://hackernoon.com/a-basic-react-redux-introductory-tutorial-adcc681eeb5e)\n- [Build an Appointment Scheduler](https://hackernoon.com/build-an-appointment-scheduler-using-react-twilio-and-cosmic-js-95377f6d1040)\n- [Build A Chat App with Sentiment Analysis](https://codeburst.io/build-a-chat-app-with-sentiment-analysis-using-next-js-c43ebf3ea643)\n- [Build A Full Stack Web Application Setup](https://hackernoon.com/full-stack-web-application-using-react-node-js-express-and-webpack-97dbd5b9d708)\n- [Create Todoist clone with React and Firebase](https://www.youtube.com/watch?v=hT3j87FMR6M)\n- Build A Random Quote Machine\n  - [Part 1](https://www.youtube.com/watch?v=3QngsWA9IEE)\n  - [Part 2](https://www.youtube.com/watch?v=XnoTmO06OYo)\n  - [Part 3](https://www.youtube.com/watch?v=us51Jne67_I)\n  - [Part 4](https://www.youtube.com/watch?v=iZx7hqHb5MU)\n  - [Part 5](https://www.youtube.com/watch?v=lpba9vBqXl0)\n  - [Part 6](https://www.youtube.com/watch?v=Jvp8j6zrFHE)\n  - [Part 7](https://www.youtube.com/watch?v=M_hFfrN8_PQ)\n- [React Phone E-Commerce Project(video)](https://www.youtube.com/watch?v=-edmQKcOW8s)\n\n#### Angular:\n\n- [Build an Instagram Clone with Angular 1.x](https://hackhands.com/building-instagram-clone-angularjs-satellizer-nodejs-mongodb/)\n- Build an offline-capable Hacker News client with Angular 2+\n  - [Part 1](https://houssein.me/angular2-hacker-news)\n  - [Part 2](https://houssein.me/progressive-angular-applications)\n- [Build a Google+ clone with Django and AngularJS (Angular 1.x)](https://thinkster.io/django-angularjs-tutorial)\n- Build A Beautiful Real World App with Angular 8 :\n\n  - [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)\n  - [Part II](https://medium.com/@hamedbaatour/build-a-real-world-beautiful-web-app-with-angular-8-the-ultimate-guide-2019-part-ii-fe70852b2d6d)\n\n- [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)\n- ToDo App with Angular 5\n  - [Introduction to Angular](http://www.discoversdk.com/blog/intro-to-angular-and-the-evolution-of-the-web)\n  - [Part 1](http://www.discoversdk.com/blog/angular-5-to-do-list-app-part-1)\n\n#### Node:\n\n- [Build a real-time Markdown Editor with NodeJS](https://scotch.io/tutorials/building-a-real-time-markdown-viewer)\n- [Test-Driven Development with Node, Postgres and Knex](http://mherman.org/blog/2016/04/28/test-driven-development-with-node/)\n- Write a Twitter Bot in Node.js\n  - [Part 1](https://codeburst.io/build-a-simple-twitter-bot-with-node-js-in-just-38-lines-of-code-ed92db9eb078)\n  - [Part 2](https://codeburst.io/build-a-simple-twitter-bot-with-node-js-part-2-do-more-2ef1e039715d)\n- [Build A Simple Search Bot in 30 minutes](https://medium.freecodecamp.org/how-to-build-a-simple-search-bot-in-30-minutes-eb56fcedcdb1)\n- [Build A Job Scraping Web App](https://medium.freecodecamp.org/how-i-built-a-job-scraping-web-app-using-node-js-and-indreed-7fbba124bbdc)\n- [Building a GitHub App](https://blog.scottlogic.com/2017/05/22/gifbot-github-integration.html)\n- How to build your own Uber-for-X App using JavaScript, Node.JS, MongoDB and Web Sockets\n  - [Part 1](https://www.ashwinhariharan.tech/blog/how-to-build-your-own-uber-for-x-app/)\n  - [Part 2](https://www.ashwinhariharan.tech/blog/how-to-build-your-own-uber-for-x-app-part-2/)\n\n#### Vue\n\n- [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)\n- [Vue.js Application Tutorial – Creating a Simple Budgeting App with Vue](https://matthiashager.com/complete-vuejs-application-tutorial/)\n- [Build a Blog with Vue, GraphQL and Apollo](https://scotch.io/tutorials/build-a-blog-with-vue-graphql-and-apollo-client)\n- Build a full stack web application using MEVN (MongoDB, Express, Vue, Node) stack\n  - [Part 1](https://medium.com/@anaida07/mevn-stack-application-part-1-3a27b61dcae0)\n  - [Part 2](https://medium.com/@anaida07/mevn-stack-application-part-2-2-9ebcf8a22753)\n- [Vue.js To-Do List Tutorial (video)](https://www.youtube.com/watch?v=78tNYZUS-ps)\n- [Vue 2 + Pub/Sub: Build a peer to peer multi-user platform for games](https://www.ably.io/tutorials/peer-to-peer-vue)\n\n#### Others (Hapi, Express...):\n\n- Build a Progressive Web Application (PWA)\n  - [Part 1](https://bitsofco.de/bitsofcode-pwa-part-1-offline-first-with-service-worker/)\n  - [Part 2](https://bitsofco.de/bitsofcode-pwa-part-2-instant-loading-with-indexeddb/)\n  - [Part 3](https://bitsofco.de/bitsofcode-pwa-part-3-push-notifications/)\n- [Build A Native Desktop App with JS](https://medium.freecodecamp.org/build-native-desktop-apps-with-javascript-a49ede90d8e9)\n- Build a Powerful API with NodeJs,GraphQL and Hapi\n  - [Part I](https://medium.com/@wesharehoodies/how-to-setup-a-powerful-api-with-nodejs-graphql-mongodb-hapi-and-swagger-e251ac189649)\n\n#### D3.js\n\n- [Learn D3 using examples](https://www.sitepoint.com/d3-js-data-visualizations/)\n- [Learn To Make A Line Chart](https://medium.freecodecamp.org/learn-to-create-a-line-chart-using-d3-js-4f43f1ee716b)\n\n### Game Development:\n\n- [Make 2D Breakout Game using Phaser](https://developer.mozilla.org/en-US/docs/Games/Tutorials/2D_breakout_game_Phaser)\n- Make Flappy Bird in HTML5 and JavaScript with Phaser\n  - [Part 1](http://www.lessmilk.com/tutorial/flappy-bird-phaser-1)\n  - [Part 2](http://www.lessmilk.com/tutorial/flappy-bird-phaser-2)\n\n### Desktop Application:\n\n- [Build A Desktop Chat App with React and Electron](https://medium.freecodecamp.org/build-a-desktop-chat-app-with-react-electron-and-chatkit-744d168e6f2f)\n\n### Miscellaneous:\n\n- [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/)\n- [Build Yourself a Redux](https://zapier.com/engineering/how-to-build-redux/)\n- [How to write your own Virtual DOM](https://medium.com/@deathmood/how-to-write-your-own-virtual-dom-ee74acc13060)\n- [Build A Realtime Serverless GraphQL API with WebSockets on AWS](https://andrewgriffithsonline.com/blog/serverless-websockets-on-aws/)\n\n## Kotlin:\n\n- [Keddit - Learn Kotlin While Developing an Android Application](https://medium.com/@juanchosaravia/learn-kotlin-while-developing-an-android-app-introduction-567e21ff9664)\n\n## Lua:\n\n### LÖVE:\n\n- BYTEPATH: Creation of a Complete Game with Lua and LÖVE\n  - [Part 0: Introduction](https://github.com/SSYGEN/blog/issues/30)\n  - [Part 1: Game Loop](https://github.com/SSYGEN/blog/issues/15)\n  - [Part 2: Libraries](https://github.com/SSYGEN/blog/issues/16)\n  - [Part 3: Rooms and Areas](https://github.com/SSYGEN/blog/issues/17)\n  - [Part 4: Exercises](https://github.com/SSYGEN/blog/issues/18)\n  - [Part 5: Game Basics](https://github.com/SSYGEN/blog/issues/19)\n  - [Part 6: Player Basics](https://github.com/SSYGEN/blog/issues/20)\n  - [Part 7: Player Stats and Attacks](https://github.com/SSYGEN/blog/issues/21)\n  - [Part 8: Enemies](https://github.com/SSYGEN/blog/issues/22)\n  - [Part 9: Director and Gameplay Loop](https://github.com/SSYGEN/blog/issues/23)\n  - [Part 10: Coding Practices](https://github.com/SSYGEN/blog/issues/24)\n  - [Part 11: Passives](https://github.com/SSYGEN/blog/issues/25)\n  - [Part 12: More Passives](https://github.com/SSYGEN/blog/issues/26)\n  - [Part 13: Skill Tree](https://github.com/SSYGEN/blog/issues/27)\n  - [Part 14: Console](https://github.com/SSYGEN/blog/issues/28)\n  - [Part 15: Final](https://github.com/SSYGEN/blog/issues/29)\n\n## Python:\n\n### Web Scraping:\n\n- [Mining Twitter Data with Python](https://marcobonzanini.com/2015/03/02/mining-twitter-data-with-python-part-1/)\n- [Scrape a Website with Scrapy and MongoDB](https://realpython.com/blog/python/web-scraping-with-scrapy-and-mongodb/)\n- [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/)\n- [Which Movie Should I Watch using BeautifulSoup](https://medium.com/@nishantsahoo.in/which-movie-should-i-watch-5c83a3c0f5b1)\n\n### Web Applications:\n\n- [Build a Microblog with Flask](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)\n- [Create a Blog Web App In Django](https://tutorial.djangogirls.org/en/)\n- [Choose Your Own Adventure Presentations](https://www.twilio.com/blog/2015/03/choose-your-own-adventures-presentations-wizard-mode-part-1-of-3.html)\n- [Build a Todo List with Flask and RethinkDB](https://realpython.com/blog/python/rethink-flask-a-simple-todo-list-powered-by-flask-and-rethinkdb/)\n- [Build a Todo List with Django and Test-Driven Development](http://www.obeythetestinggoat.com/)\n- [Build a RESTful Microservice in Python](http://www.skybert.net/python/developing-a-restful-micro-service-in-python/)\n- [Microservices with Docker, Flask, and React](https://testdriven.io/)\n- [Build A Simple Web App With Flask](https://pythonspot.com/flask-web-app-with-python/)\n- [Create A Django API in under 20 minutes](https://codeburst.io/create-a-django-api-in-under-20-minutes-2a082a60f6f3)\n- Build a Community-driven delivery application with Django, Postgres and JavaScript\n  - [Part 1](https://www.ashwinhariharan.tech/blog/thinking-of-building-a-contact-tracing-application-heres-what-you-can-do-instead/)\n  - [Part 2](https://www.ashwinhariharan.tech/blog/thinking-of-building-a-contact-tracing-application-heres-what-you-can-do-instead-part-2/)\n- Realtime Chat application with Vue, django-notifs, RabbitMQ and uWSGI\n  - [Part 1](https://danidee10.github.io/2018/01/01/realtime-django-1.html)\n  - [Part 2](https://danidee10.github.io/2018/01/03/realtime-django-2.html)\n  - [Part 3](https://danidee10.github.io/2018/01/07/realtime-django-3.html)\n  - [Part 4](https://danidee10.github.io/2018/01/10/realtime-django-4.html)\n  - [Part 5](https://danidee10.github.io/2018/01/13/realtime-django-5.html)\n  - [Part 6](https://danidee10.github.io/2018/03/12/realtime-django-6.html)\n\n### Bots:\n\n- [Build a Reddit Bot](http://pythonforengineers.com/build-a-reddit-bot-part-1/)\n- [How to Make a Reddit Bot - YouTube](https://www.youtube.com/watch?v=krTUf7BpTc0) (video)\n- [Build a Facebook Messenger Bot](https://blog.hartleybrody.com/fb-messenger-bot/)\n- [Making a Reddit + Facebook Messenger Bot](https://pythontips.com/2017/04/13/making-a-reddit-facebook-messenger-bot/)\n- How To Create a Telegram Bot Using Python\n  - [Part 1](https://khashtamov.com/en/how-to-create-a-telegram-bot-using-python/)\n  - [Part 2](https://khashtamov.com/en/how-to-deploy-telegram-bot-django/)\n- [Create a Twitter Bot In Python](https://medium.freecodecamp.org/creating-a-twitter-bot-in-python-with-tweepy-ac524157a607)\n\n### Data Science:\n\n- Learn Python For Data Science by Doing Several Projects (video):\n  - [Part 1: Introduction](https://www.youtube.com/watch?v=T5pRlIbr6gg)\n  - [Part 2: Twitter Sentiment Analysis](https://www.youtube.com/watch?v=o_OZdbCzHUA)\n  - [Part 3: Recommendation Systems](https://www.youtube.com/watch?v=9gBC9R-msAk\u0026list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU\u0026index=3)\n  - [Part 4: Predicting Stock Prices](https://www.youtube.com/watch?v=SSu00IRRraY\u0026index=4\u0026list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU)\n  - [Part 5: Deep Dream in TensorFlow](https://www.youtube.com/watch?v=MrBzgvUNr4w\u0026list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU\u0026index=5)\n  - [Part 6: Genetic Algorithms](https://www.youtube.com/watch?v=dSofAXnnFrY\u0026index=6\u0026list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU)\n\n### Machine Learning:\n\n- [Write Linear Regression From Scratch in Python](https://www.youtube.com/watch?v=uwwWVAgJBcM) (video)\n- [Step-By-Step Machine Learning In Python](https://machinelearningmastery.com/machine-learning-in-python-step-by-step/)\n- [Predict Quality Of Wine](https://medium.freecodecamp.org/using-machine-learning-to-predict-the-quality-of-wines-9e2e13d7480d)\n- [Solving A Fruits Classification Problem](https://towardsdatascience.com/solving-a-simple-classification-problem-with-python-fruits-lovers-edition-d20ab6b071d2)\n- [Learn Unsupervised Learning with Python](https://scikit-learn.org/stable/unsupervised_learning.html)\n- [Build Your Own Neural Net from Scratch in Python](https://towardsdatascience.com/how-to-build-your-own-neural-network-from-scratch-in-python-68998a08e4f6)\n- [Linear Regression in Python without sklearn](https://medium.com/we-are-orb/linear-regression-in-python-without-scikit-learn-50aef4b8d122)\n- [Multivariate Linear Regression without sklearn](https://medium.com/we-are-orb/multivariate-linear-regression-in-python-without-scikit-learn-7091b1d45905)\n- [Music Recommender using KNN](https://towardsdatascience.com/how-to-build-a-simple-song-recommender-296fcbc8c85)\n- Find Similar Quora Questions-\n  - [Using BOW, TFIDF and Xgboost](https://towardsdatascience.com/finding-similar-quora-questions-with-bow-tfidf-and-random-forest-c54ad88d1370)\n  - [Using Word2Vec and Xgboost](https://towardsdatascience.com/finding-similar-quora-questions-with-word2vec-and-xgboost-1a19ad272c0d)\n- [Detecting Fake News with Python and Machine Learning](https://data-flair.training/blogs/advanced-python-project-detecting-fake-news/)\n\n### OpenCV:\n\n- [Build A Document Scanner](https://www.pyimagesearch.com/2014/09/01/build-kick-ass-mobile-document-scanner-just-5-minutes/)\n- [Build A Face Detector using OpenCV and Deep Learning](https://www.pyimagesearch.com/2018/02/26/face-detection-with-opencv-and-deep-learning/)\n- [Build fastest custom object Detection system yusing YOLOv3(video playlist)](https://www.youtube.com/playlist?list=PLKHYJbyeQ1a0oGzgRXy-QwAN1tSV4XZxg)\n- [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/)\n- [Detect The Salient Features in an Image](https://www.pyimagesearch.com/2018/07/16/opencv-saliency-detection/)\n- [Build A Barcode Scanner](https://www.pyimagesearch.com/2018/05/21/an-opencv-barcode-and-qr-code-scanner-with-zbar/)\n- [Learn Face Clustering with Python](https://www.pyimagesearch.com/2018/07/09/face-clustering-with-python/)\n- [Object Tracking with Camshift](https://www.pyimagesearch.com/wp-content/uploads/2014/11/opencv_crash_course_camshift.pdf)\n- [Semantic Segmentation with OpenCV and Deep Learning](https://www.pyimagesearch.com/2018/09/03/semantic-segmentation-with-opencv-and-deep-learning/)\n- [Text Detection in Images and Videos](https://www.pyimagesearch.com/2018/08/20/opencv-text-detection-east-text-detector/)\n- [People Counter using OpenCV](https://www.pyimagesearch.com/2018/08/13/opencv-people-counter/)\n- [Tracking Multiple Objects with OpenCV](https://www.pyimagesearch.com/2018/08/06/tracking-multiple-objects-with-opencv/)\n- [Neural Style Transfer with OpenCV](https://www.pyimagesearch.com/2018/08/27/neural-style-transfer-with-opencv/)\n- [OpenCV OCR and Text Recognition](https://www.pyimagesearch.com/2018/09/17/opencv-ocr-and-text-recognition-with-tesseract/)\n- [Text Skew Correction Tutorial](https://www.pyimagesearch.com/2017/02/20/text-skew-correction-opencv-python/)\n- [Facial Landmark Detection Tutorial](https://www.pyimagesearch.com/2017/04/03/facial-landmarks-dlib-opencv-python/)\n- [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/)\n- [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/)\n- [EigenFaces using OpenCV](https://www.learnopencv.com/eigenface-using-opencv-c-python/)\n- [Faster(5-point) Facial Landmark Detection Tutorial](https://www.pyimagesearch.com/2018/04/02/faster-facial-landmark-detector-with-dlib/)\n- [Hand Keypoint Detection](https://www.learnopencv.com/hand-keypoint-detection-using-deep-learning-and-opencv/)\n- Dlib Correlation Object Tracking -\n  - [Single Object Tracker](https://www.pyimagesearch.com/2018/10/22/object-tracking-with-dlib/)\n  - [Mutiple Object Tracker](https://www.pyimagesearch.com/2018/10/29/multi-object-tracking-with-dlib/)\n- [Image Stitching with OpenCV and Python](https://www.pyimagesearch.com/2018/12/17/image-stitching-with-opencv-and-python/)\n- [Instance Segmentation with OpenCV](https://www.pyimagesearch.com/2018/11/26/instance-segmentation-with-opencv/)\n- [Face mask detector](https://www.pyimagesearch.com/2020/05/04/covid-19-face-mask-detector-with-opencv-keras-tensorflow-and-deep-learning/)\n\n### Deep Learning:\n\n- [Using Convolutional Neural Nets to Detect Facial Keypoints](http://danielnouri.org/notes/2014/12/17/using-convolutional-neural-nets-to-detect-facial-keypoints-tutorial/)\n- [Generate an Average Face using Python and OpenCV](https://www.learnopencv.com/average-face-opencv-c-python-tutorial/)\n- [Break A Captcha System using CNNs](https://medium.com/@ageitgey/how-to-break-a-captcha-system-in-15-minutes-with-machine-learning-dbebb035a710)\n- [Use pre-trained Inception model to provide image predictions](https://medium.com/google-cloud/keras-inception-v3-on-google-compute-engine-a54918b0058)\n- [Create your first CNN](https://hackernoon.com/deep-learning-cnns-in-tensorflow-with-gpus-cba6efe0acc2)\n- [Build A Facial Recognition Pipeline](https://hackernoon.com/building-a-facial-recognition-pipeline-with-deep-learning-in-tensorflow-66e7645015b8)\n- [Build An Image Caption Generator](https://medium.freecodecamp.org/building-an-image-caption-generator-with-deep-learning-in-tensorflow-a142722e9b1f)\n- [Make your Own Face Recognition System](https://medium.freecodecamp.org/making-your-own-face-recognition-system-29a8e728107c)\n- [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)\n- [Object Detection With Neural Networks](https://towardsdatascience.com/object-detection-with-neural-networks-a4e2c46b4491)\n- Learn Twitter Sentiment Analysis -\n  - [Part I - Data Cleaning](https://towardsdatascience.com/another-twitter-sentiment-analysis-bb5b01ebad90)\n  - [Part II - EDA, Data Visualisation](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-2-333514854913)\n  - [Part III - Zipf's Law, Data Visualisation](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-3-zipfs-law-data-visualisation-fc9eadda71e7)\n  - [Part IV - Feature Extraction(count vectoriser)](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-4-count-vectorizer-b3f4944e51b5)\n  - [Part V - Feature Extraction(Tfidf vectoriser)](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-5-50b4e87d9bdd)\n  - [Part VI - Doc2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-6-doc2vec-603f11832504)\n  - [Part VII - Phrase Modeling + Doc2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-7-phrase-modeling-doc2vec-592a8a996867)\n  - [Part VIII - Dimensionality Reduction](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-8-dimensionality-reduction-chi2-pca-c6d06fb3fcf3)\n  - [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)\n  - [Part X - Neural Nets with word2vec/doc2vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-10-neural-network-with-a6441269aa3c)\n  - [Part XI - CNN with Word2Vec](https://towardsdatascience.com/another-twitter-sentiment-analysis-with-python-part-11-cnn-word2vec-41f5e28eda74)\n- [Use Transfer Learning for custom image classification](https://becominghuman.ai/transfer-learning-retraining-inception-v3-for-custom-image-classification-2820f653c557)\n- [Learn to Code a simple Neural Network in 11 lines of Python](https://iamtrask.github.io/2015/07/12/basic-python-network/)\n- [Build a Neural Network using Gradient Descent Approach](https://iamtrask.github.io/2015/07/27/python-network-part2/)\n- [Train a Keras Model To Generate Colors](https://heartbeat.fritz.ai/how-to-train-a-keras-model-to-generate-colors-3bc79e54971b)\n- [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/)\n- [Use EigenFaces and FisherFaces on Faces94 dataset](https://nicholastsmith.wordpress.com/2016/02/18/eigenfaces-versus-fisherfaces-on-the-faces94-database-with-scikit-learn/)\n- [Kaggle MNIST Digit Recognizer Tutorial](https://medium.com/@lvarruda/how-to-get-top-2-position-on-kaggles-mnist-digit-recognizer-48185d80a2d4)\n- [Fashion MNIST tutorial with tf.keras](https://medium.com/tensorflow/hello-deep-learning-fashion-mnist-with-keras-50fcff8cd74a)\n- [CNN using Keras to automatically classify root health](https://www.pyimagesearch.com/2018/10/15/deep-learning-hydroponics-and-medical-marijuana/)\n- [Keras vs Tensorflow](https://www.pyimagesearch.com/2018/10/08/keras-vs-tensorflow-which-one-is-better-and-which-one-should-i-learn/)\n- [Deep Learning and Medical Image Analysis for Malaria Detection](https://www.pyimagesearch.com/2018/12/03/deep-learning-and-medical-image-analysis-with-keras/)\n- [Transfer Learning for Image Classification using Keras](https://towardsdatascience.com/transfer-learning-for-image-classification-using-keras-c47ccf09c8c8)\n- [Code a Smile Classifier using CNNS in Python](https://github.com/kylemcdonald/SmileCNN)\n- [Natural Language Processing using scikit-learn](https://towardsdatascience.com/natural-language-processing-count-vectorization-with-scikit-learn-e7804269bb5e)\n- [Code a Taylor Swift Lyrics Generator](https://towardsdatascience.com/ai-generates-taylor-swifts-song-lyrics-6fd92a03ef7e)\n- [Mask detection using PyTorch Lightning](https://towardsdatascience.com/how-i-built-a-face-mask-detector-for-covid-19-using-pytorch-lightning-67eb3752fd61)\n\n### Miscellaneous:\n\n- [Build a Simple Interpreter](https://ruslanspivak.com/lsbasi-part1/)\n- [Build a Simple Blockchain in Python](https://hackernoon.com/learn-blockchains-by-building-one-117428612f46)\n- [Write a NoSQL Database in Python](https://jeffknupp.com/blog/2014/09/01/what-is-a-nosql-database-learn-by-writing-one-in-python/)\n- [Building a Gas Pump Scanner with OpenCV/Python/iOS](https://hackernoon.com/building-a-gas-pump-scanner-with-opencv-python-ios-116fe6c9ae8b)\n- [Build a Distributed Streaming System with Python and Kafka](https://codequs.com/p/S14jQ5UyG/build-a-distributed-streaming-system-with-apache-kafka-and-python)\n- [Writing a basic x86-64 JIT compiler from scratch in stock Python](https://csl.name/post/python-jit/)\n- Making a low level (Linux) debugger\n  - [Part 1](https://blog.asrpo.com/making_a_low_level_debugger)\n  - [Part 2: C](https://blog.asrpo.com/making_a_low_level_debugger_part_2)\n- Implementing a Search Engine\n  - [Part 1](http://www.ardendertat.com/2011/05/30/how-to-implement-a-search-engine-part-1-create-index/)\n  - [Part 2](http://www.ardendertat.com/2011/05/31/how-to-implement-a-search-engine-part-2-query-index/)\n  - [Part 3](http://www.ardendertat.com/2011/07/17/how-to-implement-a-search-engine-part-3-ranking-tf-idf/)\n- [Build the Game of Life](https://robertheaton.com/2018/07/20/project-2-game-of-life/)\n- [Create terminal ASCII art](https://robertheaton.com/2018/06/12/programming-projects-for-advanced-beginners-ascii-art/)\n- [Write a Tic-Tac-Toe AI](https://robertheaton.com/2018/10/09/programming-projects-for-advanced-beginners-3-a/)\n- [Create photomosaic art](https://robertheaton.com/2018/11/03/programming-project-4-photomosaics/)\n- [Build the game \"Snake\" in the terminal](https://robertheaton.com/2018/12/02/programming-project-5-snake/)\n- [Write yourself a Git](https://wyag.thb.lt/)\n- [A Python implementation of a Python bytecode runner](https://www.aosabook.org/en/500L/a-python-interpreter-written-in-python.html)\n- [Create a Voice assistant using Python](https://www.geeksforgeeks.org/voice-assistant-using-python/)\n\n## Go:\n\n- [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/)\n- [Building Go Web Applications and Microservices Using Gin](https://semaphoreci.com/community/tutorials/building-go-web-applications-and-microservices-using-gin)\n- [How to Use Godog for Behavior-driven Development in Go](https://semaphoreci.com/community/tutorials/how-to-use-godog-for-behavior-driven-development-in-go)\n- Building Blockchain in Go\n  - [Part 1: Basic Prototype](https://jeiwan.net/posts/building-blockchain-in-go-part-1/)\n  - [Part 2: Proof of Work](https://jeiwan.net/posts/building-blockchain-in-go-part-2/)\n  - [Part 3: Persistence and CLI](https://jeiwan.net/posts/building-blockchain-in-go-part-3/)\n  - [Part 4: Transactions 1](https://jeiwan.net/posts/building-blockchain-in-go-part-4/)\n  - [Part 5: Address](https://jeiwan.net/posts/building-blockchain-in-go-part-5/)\n  - [Part 6: Transactions 2](https://jeiwan.net/posts/building-blockchain-in-go-part-6/)\n  - [Part 7: Network](https://jeiwan.net/posts/building-blockchain-in-go-part-7/)\n- [Building a container from scratch in Go - Liz Rice (Microscaling Systems)(video)](https://www.youtube.com/watch?v=8fi7uSYlOdc)\n- [Build Web Application with GoLang](https://astaxie.gitbooks.io/build-web-application-with-golang/content/en/)\n- Building a Chat Application in Go with ReactJS\n  - [Part 1: Initial Setup](https://tutorialedge.net/projects/chat-system-in-go-and-react/part-1-initial-setup/)\n  - [Part 2: Simple Communication](https://tutorialedge.net/projects/chat-system-in-go-and-react/part-2-simple-communication/)\n  - [Part 3: Designing our Frontend](https://tutorialedge.net/projects/chat-system-in-go-and-react/part-3-designing-our-frontend/)\n  - [Part 4: Handling Multiple Clients](https://tutorialedge.net/projects/chat-system-in-go-and-react/part-4-handling-multiple-clients/)\n  - [Part 5: Improving the Frontend](https://tutorialedge.net/projects/chat-system-in-go-and-react/part-5-improved-frontend/)\n  - [Part 6: Dockerizing your Backend](https://tutorialedge.net/projects/chat-system-in-go-and-react/part-6-dockerizing-your-backend/)\n- [Go WebAssembly Tutorial - Building a Calculator Tutorial](https://tutorialedge.net/golang/go-webassembly-tutorial/)\n- REST Servers in Go\n  - [Part 1 - standard library](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-1-standard-library/)\n  - [Part 2 - using a router package](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-2-using-a-router-package/)\n  - [Part 3 - using a web framework](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-3-using-a-web-framework/)\n  - [Part 4 - using OpenAPI and Swagger](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-4-using-openapi-and-swagger/)\n  - [Part 5 - middleware](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-5-middleware/)\n  - [Part 6 - authentication](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-6-authentication/)\n  - [Part 7 - GraphQL](https://eli.thegreenplace.net/2021/rest-servers-in-go-part-7-graphql/)\n- Let's build a URL shortener in Go - with Gin \u0026 Redis\n  - [Part 1 - Project setup](https://www.eddywm.com/lets-build-a-url-shortener-in-go/)\n  - [Part 2 - Storage Layer](https://www.eddywm.com/lets-build-a-url-shortener-in-go-with-redis-part-2-storage-layer/)\n  - [Part 3 - Short Link Generator](https://www.eddywm.com/lets-build-a-url-shortener-in-go-part-3-short-link-generation/)\n  - [Part 4 - Forwarding](https://www.eddywm.com/lets-build-a-url-shortener-in-go-part-iv-forwarding/)\n- [Building a TCP Chat in Go(video)](https://www.youtube.com/watch?v=Sphme0BqJiY)\n- [Building a BitTorrent client from the ground up in Go](https://blog.jse.li/posts/torrent/)\n- [REST API masterclass with Go, PostgreSQL and Docker(video playlist)`in progress`](https://www.youtube.com/watch?v=rx6CPDK_5mU\u0026list=PLy_6D98if3ULEtXtNSY_2qN21VCKgoQAE)\n\n## PHP:\n\n- [How To Build A Blog With Laravel](https://www.youtube.com/playlist?list=PLwAKR305CRO-Q90J---jXVzbOd4CDRbVx) (video)\n- [Make Your Own Blog (in Pure PHP)](http://ilovephp.jondh.me.uk/en/tutorial/make-your-own-blog)\n- [Build A Real Estate Website Example with SilverStripe](https://www.silverstripe.org/learn/lessons/)\n- [Building Realtime Chat App with Laravel 5.4 and VueJS](https://www.youtube.com/playlist?list=PLXsbBbd36_uVjOFH_P25__XAyGsohXWlv) (video)\n- [Build A Social Network: Laravel 5 - Youtube](https://www.youtube.com/playlist?list=PLfdtiltiRHWGGxaR6uFtwZnnbcXqyq8JD) (video)\n- Build a full-featured multi-tenant app with Laravel\n  - [Part 0: Introduction](https://medium.com/@ashokgelal/writing-a-full-featured-multi-tenant-laravel-app-from-scratch-a0e1a7350d9d)\n  - [Part 1: Setup](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-1-4049a3cc229d)\n  - [Part 2: Roles and Permissinos](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-2-roles-and-permissions-d9a5bfe5d525)\n  - [Part 3: Invitation](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-3-invitation-c982dca55eb9)\n  - [Part 4: Authentication](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-4-tenancy-aware-authentication-e0ee37270bc8)\n  - [Part 5: Testing](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-2-unit-tests-96d6dfbf0617)\n  - [Part 6: User Profile](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-5-user-profile-5c3d0c655f3a)\n  - [Part 7: Deployment](https://medium.com/@ashokgelal/a-full-featured-multi-tenant-app-with-laravel-part-7-deployment-40bb3c895627)\n- [Build a Laravel CRUD Application From Scratch](https://www.codewall.co.uk/laravel-crud-demo-with-resource-controller-tutorial/)\n\n## OCaml:\n\n- [Implement a Language with LLVM in OCaml](https://llvm.org/docs/tutorial/#kaleidoscope-implementing-a-language-with-llvm-in-objective-caml)\n- [Writing a Game Boy Emulator in OCaml](https://linoscope.github.io/writing-a-game-boy-emulator-in-ocaml/)\n\n## Ruby:\n\n- [Build a Network Stack with Ruby](https://medium.com/geckoboard-under-the-hood/how-to-build-a-network-stack-in-ruby-f73aeb1b661b)\n- Build your own Redis\n  - [Part 0: Introduction](https://rohitpaulk.com/articles/redis-0)\n  - [Part 1: Barebones TCP Server](https://rohitpaulk.com/articles/redis-1)\n  - [Part 2: PING \u003c-\u003e PONG](https://rohitpaulk.com/articles/redis-2)\n  - [Part 3: Concurrent Clients](https://rohitpaulk.com/articles/redis-3)\n  - [Part 4: ECHO](https://rohitpaulk.com/articles/redis-4)\n- [Rebuilding Git in Ruby](https://thoughtbot.com/blog/rebuilding-git-in-ruby)\n\n### Ruby on Rails:\n\n- [The Ruby on Rails Tutorial](https://www.railstutorial.org/book)\n- [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)\n- [Build a Social Network using Rails](https://medium.com/rails-ember-beyond/how-to-build-a-social-network-using-rails-eb31da569233)\n- [How To Build a Ruby on Rails Application](https://www.digitalocean.com/community/tutorials/how-to-build-a-ruby-on-rails-application)\n\n## Haskell:\n\n- [Write You a Haskell - Build a modern functional compiler](http://dev.stephendiehl.com/fun/)\n- [Write Yourself a Scheme in 48 hours](https://en.wikibooks.org/wiki/Write_Yourself_a_Scheme_in_48_Hours)\n- [Write You A Scheme, Version 2](https://github.com/write-you-a-scheme-v2/scheme)\n- [Roll Your Own IRC Bot](https://wiki.haskell.org/Roll_your_own_IRC_bot)\n- [Making Movie Monad](https://lettier.github.io/posts/2016-08-15-making-movie-monad.html)\n- [Making a Website with Haskell **(outdated)**](http://adit.io/posts/2013-04-15-making-a-website-with-haskell.html)\n\n## R:\n\n- [Build Web Apps with Shiny](http://shiny.rstudio.com/tutorial/)\n- [Build A Cryptocurrency Bot](https://towardsdatascience.com/build-a-cryptocurrency-trading-bot-with-r-1445c429e1b1)\n- [Learn Associate Rule Mining in R](https://towardsdatascience.com/association-rule-mining-in-r-ddf2d044ae50)\n\n## Rust:\n\n- A Simple Web App in Rust\n  - [Part 1](http://joelmccracken.github.io/entries/a-simple-web-app-in-rust-pt-1/)\n  - [Part 2a](http://joelmccracken.github.io/entries/a-simple-web-app-in-rust-pt-2a/)\n  - [Part 2b](http://joelmccracken.github.io/entries/a-simple-web-app-in-rust-pt-2b/)\n- [Write an OS in pure Rust](https://os.phil-opp.com/)\n- [Build a browser engine in Rust](https://limpet.net/mbrubeck/2014/08/08/toy-layout-engine-1.html)\n- [Write a Microservice in Rust](http://www.goldsborough.me/rust/web/tutorial/2018/01/20/17-01-11-writing_a_microservice_in_rust/)\n- [Learning Rust with Too Many Linked Lists](http://cglab.ca/~abeinges/blah/too-many-lists/book/README.html)\n- Rust in Detail: Writing Scalable Chat Service from Scratch\n  - [Part 1: Implementing WebSocket. Introduction.](https://nbaksalyar.github.io/2015/07/10/writing-chat-in-rust.html)\n  - [Part 2: Sending and Receiving Messages](https://nbaksalyar.github.io/2015/11/09/rust-in-detail-2.html)\n- [Writing a Rust Roguelike for the Desktop and the Web](https://aimlesslygoingforward.com/blog/2019/02/09/writing-a-rust-roguelike-for-the-desktop-and-the-web/)\n- [Single Page Applications using Rust](http://www.sheshbabu.com/posts/rust-wasm-yew-single-page-application/)\n- [Writing NES Emulator in Rust](https://bugzmanov.github.io/nes_ebook/)\n- Create a simulation of evolution using neural network and genetic algorithm, and compile the application to WebAssembly\n  - [Part 1](https://pwy.io/en/posts/learning-to-fly-pt1/)\n  - [Part 2](https://pwy.io/en/posts/learning-to-fly-pt2/)\n  - [Part 3](https://pwy.io/en/posts/learning-to-fly-pt3/)\n  - [Part 4](https://pwy.io/en/posts/learning-to-fly-pt4/)\n\n## Scala:\n\n- [Simple actor-based blockchain](https://www.freecodecamp.org/news/how-to-build-a-simple-actor-based-blockchain-aac1e996c177/)\n- [No Magic: Regular Expressions](https://rcoh.svbtle.com/no-magic-regular-expressions)\n\n## Swift:\n\n- [Hacking with Swift - Learn Swift by doing 39 projects](https://www.hackingwithswift.com/read)\n- [Retro first-person shooter from scratch](https://github.com/nicklockwood/RetroRampage)\n\n## Additional Resources\n\n- [React Redux Links](https://github.com/markerikson/react-redux-links)\n- [Udemy.com](https://www.udemy.com/)\n- [Full Stack Python](https://www.fullstackpython.com/)\n- [Node School](https://nodeschool.io/)\n- [ScotchIO](https://scotch.io/)\n- [Exercism](http://www.exercism.io/)\n- [Egghead.io](http://www.egghead.io/)\n- [Michael Herman's Blog](http://mherman.org/)\n- [Thinkster.io](http://thinkster.io)\n- [Enlight](https://enlight.nyc/)\n- [Hack Club Workshops](https://hackclub.com/workshops/)\n- [CodeCrafters](https://codecrafters.io/)\n\n\n  ## 500 + 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗟𝗶𝘀𝘁 𝘄𝗶𝘁𝗵 𝗰𝗼𝗱𝗲\n\n***500 AI Machine learning Deep learning Computer vision NLP Projects with code* !!!**\n\n\n| Sr No | Name                                                         | Link                                                         |\n| ----- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n| 1     | 365 Days Computer Vision Learning                            | [👆](https://github.com/ashishpatel26/365-Days-Computer-Vision-Learning-Linkedin-Post) |\n| 2     | 125+ NLP Language Models Treasure of Transformers            | [👆](https://github.com/ashishpatel26/Treasure-of-Transformers) |\n| 3     | Andrew NG ML notes                                           | [👆](https://github.com/ashishpatel26/Andrew-NG-Notes)        |\n| 4     | 10 Machine Learning Projects on Time Series Forecasting      | [👆](https://medium.com/coders-camp/10-machine-learning-projects-on-time-seri%20es-forecasting-ee0368420ccd) |\n| 5     | 20 Deep Learning Projects Solved and Explained with Python   | [👆](https://thecleverprogrammer.com/2020/11/22/deep-learning-projects-with-python/) |\n| 6     | 20 Machine learning Project                                  | [👆](https://amankharwal.medium.com/20-machine-learning-projects-for-portfolio-81e3dbd167b1) |\n| 7     | 30 Python Project Solved and Explained                       | [👆](https://amankharwal.medium.com/30-python-projects-solved-and-explained-563fd7473003) |\n| 8     | Machine learning Course for Free                             | [👆](https://thecleverprogrammer.com/2020/09/24/machine-learning-course/) |\n| 9     | 5 Web Scraping Projects with Python                          | [👆](https://amankharwal.medium.com/5-web-scraping-projects-with-python-4bcc25ff039) |\n| 10    | 20 Machine Learning Projects on Future Prediction with Python | [👆](https://amankharwal.medium.com/20-machine-learning-projects-on-future-prediction-with-python-93932d9a7f7f) |\n| 11    | 4 Chatbot Project With Python                                | [👆](https://amankharwal.medium.com/4-chatbot-projects-with-python-5b32fd84af37) |\n| 12    | 7 Python Gui project                                         | [👆](https://amankharwal.medium.com/7-python-gui-projects-for-beginners-87ae2c695d78) |\n| 13    | All Unsupervised learning Projects                           | [👆](https://amankharwal.medium.com/all-unsupervised-machine-learning-algorithms-explained-aecf1ba95d8b) |\n| 14    | 10 Machine learning Projects for Regression Analysis         | [👆](https://amankharwal.medium.com/10-machine-learning-projects-on-regression-with-python-e5494615a0d0) |\n| 15    | 10 Machine learning Project for Classification with Python   | [👆](https://medium.datadriveninvestor.com/10-machine-learning-projects-on-classification-with-python-9261add2e8a7) |\n| 16    | 6 Sentimental Analysis Projects with python                  | [👆](https://amankharwal.medium.com/6-sentiment-analysis-projects-with-python-1fdd3d43d90f) |\n| 17    | 4 Recommendations Projects with Python                       | [👆](https://medium.com/coders-camp/4-recommendation-system-projects-with-python-5934de32ba7d) |\n| 18    | 20 Deep learning Project with python                         | [👆](https://medium.com/coders-camp/20-deep-learning-projects-with-python-3c56f7e6a721) |\n| 19    | 5 COVID19 Projects with Python                               | [👆](https://amankharwal.medium.com/5-covid-19-projects-with-python-and-machine-learning-63d51cde96e2) |\n| 20    | 9 Computer Vision Project with python                        | [👆](https://becominghuman.ai/computer-vision-projects-with-python-ecfac58ded18) |\n| 21    | 8 Neural Network Project with python                         | [👆](https://medium.datadriveninvestor.com/8-neural-networks-projects-solved-and-explained-a4f142bc10c) |\n| 22    | 5 Machine learning Project for healthcare                    | [👆](https://medium.datadriveninvestor.com/5-machine-learning-projects-for-healthcare-bbd0eac57b4a) |\n| 23    | 5 NLP Project with Python                                    | [👆](https://medium.datadriveninvestor.com/5-nlp-projects-for-machine-learning-72d3234381d4) |\n| 24    | 47 Machine Learning Projects for 2021                        | [👆](https://data-flair.training/blogs/machine-learning-project-ideas/) |\n| 25    | 19 Artificial Intelligence Projects for 2021                 | [👆](https://data-flair.training/blogs/artificial-intelligence-project-ideas/) |\n| 26    | 28 Machine learning Projects for 2021                        | [👆](https://data-flair.training/blogs/machine-learning-project-ideas/) |\n| 27    | 16 Data Science Projects with Source Code for 2021           | [👆](https://data-flair.training/blogs/data-science-project-ideas/) |\n| 28    | 23 Deep learning Projects with Source Code for 2021   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[👆](https://www.kdnuggets.com/2020/03/20-machine-learning-datasets-project-ideas.html) |\n| 36    | 1000+ Computer vision codes                                  | [👆](https://github.com/jbhuang0604/awesome-computer-vision)  |\n| 37    | 300 + Industry wise Real world projects with code            | [👆](https://github.com/ashishpatel26/Real-time-ML-Project)   |\n| 38    | 1000 + Python Project Codes                                  | [👆](https://github.com/vinta/awesome-python)                 |\n| 39    | 363 + NLP Project with Code                                  | [👆](https://github.com/fighting41love/funNLP)                |\n| 40    | 50 + Code ML Models (For iOS 11) Projects                    | [👆](https://github.com/likedan/Awesome-CoreML-Models)        |\n| 41    | 360+ Pretrained Model Projects for Image, text, Audio and Video | [👆](https://github.com/PaddlePaddle/PaddleHub)               |\n| 42    | 50 + Graph Classification Project List                       | [👆](https://github.com/benedekrozemberczki/awesome-graph-classification) |\n| 43    | 100 + Sentence Embedding(NLP Resources)                      | [👆](https://github.com/Separius/awesome-sentence-embedding)  |\n| 44    | 100 + Production Machine learning Projects                   | [👆](https://github.com/EthicalML/awesome-production-machine-learning) |\n| 45    | 300 + Machine Learning Resources Collection                  | [👆](https://github.com/ujjwalkarn/Machine-Learning-Tutorials) |\n| 46    | 70 + Awesome AI                                              | [👆](https://github.com/NirantK/awesome-project-ideas)        |\n| 47    | 150 + Machine learning Project Ideas with code               | [👆](https://github.com/src-d/awesome-machine-learning-on-source-code) |\n| 48    | 100 + AutoML Projects with code                              | [👆](https://github.com/hibayesian/awesome-automl-papers)     |\n| 49    | 100 + Machine Learning Model Interpretability Code Frameworks | [👆](https://github.com/jphall663/awesome-machine-learning-interpretability) |\n| 50    | 120 + Multi Model Machine learning Code Projects             | [👆](https://github.com/pliang279/awesome-multimodal-ml)      |\n| 51    | Awesome Chatbot Projects                                     | [👆](https://github.com/fendouai/Awesome-Chatbot)             |\n| 52    | Awesome ML Demo Project with iOS                             | [👆](https://github.com/tucan9389/awesome-ml-demos-with-ios)  |\n| 53    | 100 + Python based Machine learning Application Projects     | [👆](https://github.com/prateekiiest/Code-Sleep-Python)       |\n| 54    | 100 + Reproducible Research Projects of ML and DL            | [👆](https://github.com/leipzig/awesome-reproducible-research) |\n| 55    | 25 + Python Projects                                         | [👆](https://github.com/saadhaxxan/Awesome-Python-Projects)   |\n| 56    | 8 + OpenCV Projects                                          | [👆](https://github.com/moadmmh/Awesome-OpenCV)               |\n| 57    | 1000 + Awesome Deep learning Collection                      | [👆](https://github.com/ChristosChristofidis/awesome-deep-learning) |\n| 58    | 200 + Awesome NLP learning Collection                        | [👆](https://github.com/keon/awesome-nlp)                     |\n| 59    | 200 + The Super Duper NLP Repo                               | [👆](https://notebooks.quantumstat.com/)                      |\n| 60    | 100 + NLP dataset for your Projects                          | [👆](https://index.quantumstat.com/#dataset)                  |\n| 61    | 364 + Machine Learning Projects definition                   | [👆](https://projectworlds.in/free-projects/machine-learning-projects-with-source-code/) |\n| 62    | 300+ Google Earth Engine Jupyter Notebooks to Analyze Geospatial Data | [👆](https://github.com/giswqs/earthengine-py-notebooks)      |\n| 63    | 1000 + Machine learning Projects Information                 | [👆](https://1000projects.org/projects/machine-learning-projects) |\n| 64.   | 11 Computer Vision Projects with code                        | [👆](https://github.com/akshaybhatia10/ComputerVision-Projects) |\n| 65.   | 13 Computer Vision Projects with Code                        | [👆](https://github.com/anuragreddygv323/computer-vision-projects) |\n| 66.   | 13 Cool Computer Vision GitHub Projects To Inspire You       | [👆](https://machinelearningknowledge.ai/cool-computer-vision-github-projects-to-inspire-you/) |\n| 67.   | Open-Source Computer Vision Projects (With Tutorials)        | [👆](https://www.theclickreader.com/open-source-computer-vision-projects-with-tutorials/) |\n| 68.   | OpenCV Computer Vision Projects with Python                  | [👆](https://github.com/PacktPublishing/OpenCV-Computer-Vision-Projects-with-Python) |\n| 69.   | 100 + Computer vision Algorithm Implementation               | [👆](https://github.com/gmalivenko/awesome-computer-vision-models) |\n| 70.   | 80 + Computer vision Learning code                           | [👆](https://github.com/spmallick/learnopencv)                |\n| 71.   | Deep learning Treasure                                       | [👆](https://github.com/kmario23/deep-learning-drizzle)       |\n| 72    | Data Analysis and Machine learning Projects                  | [👆](https://github.com/rhiever/Data-Analysis-and-Machine-Learning-Projects) |\n| 73    | AI Projects                                                  | [👆](https://github.com/StevenLei2017/AI_projects)            |\n| 74    | Kaggle projects collection                                   | [👆](https://github.com/alexattia/Data-Science-Projects)      |\n| 75    | Unique AI projects                                           | [👆](https://github.com/robsalgado/personal_data_science_projects) |\n| 76    | Data Science Project Collection                              | [👆](https://github.com/tuangauss/DataScienceProjects)        |\n| 77    | Advance Data Science 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[👆](https://github.com/mrdbourke/tensorflow-deep-learning)   |\n| 98    | Deep learning in Production                                  | [👆](https://github.com/The-AI-Summer/Deep-Learning-In-Production) |\n| 99    | GANs Collection                                              | [👆](https://github.com/The-AI-Summer/GANs-in-Computer-Vision) |\n| 100   | Time Series Projects Code                                    | [👆](https://github.com/deshpandenu/Time-Series-Forecasting-of-Amazon-Stock-Prices-using-Neural-Networks-LSTM-and-GAN-) |\n| 101   | 12 Machine learning Object Detection                         | [👆](https://amankharwal.medium.com/12-machine-learning-projects-on-object-detection-46b32adc3c37) |\n| 102   | 20 NLP Project with Python                                   | [👆](https://medium.com/coders-camp/20-machine-learning-projects-on-nlp-582effe73b9c) |\n| 103   | Learning Material for Deep Learning, ML, Computer Vision and NLP   | [👆](https://github.com/kmario23/deep-learning-drizzle) |\n***More Projects list is coming...!!!***\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanakincodebase%2Fproject-based-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanakincodebase%2Fproject-based-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanakincodebase%2Fproject-based-learning/lists"}