Project Based Learning

编程教程列表，学员可以在这些教程中从头开始构建应用程序。这些教程分为不同的主要编程语言。有些拥有混合的技术和语言

要开始，只需fork此仓库即可。有关投稿指南，请参阅CONTRIBUTING.md

目录：

• C#
• C/C++
• Clojure
• Elixir
• Erlang
• F#
• Go
• Haskell
• HTML/CSS
• Java
• JavaScript
• Kotlin
• Lua
• OCaml
• PHP
• Python
• R
• Ruby
• Rust
• Scala
• Swift
• Additional resources

C/C++：

• Build an Interpreter (Chapter 14 on is written in C)
• Memory Allocators 101 – Write a simple memory allocator
• Write a Shell in C
• Write a FUSE Filesystem
• Build Your Own Text Editor
• Build Your Own Lisp
• How to Program an NES Game in C
• Write an OS from scratch
• How to create an OS from scratch
• Building a CHIP-8 Emulator
• Beginning Game Programming with C++ and SDL
• Implementing a Key-Value Store
• Tiny 3D graphics projects
• Tiny Renderer or how OpenGL works: software rendering in 500 lines of code
• Understandable RayTracing in 256 lines of bare C++
• KABOOM! in 180 lines of bare C++
• 486 lines of C++: old-school FPS in a weekend
• Writing a minimal x86-64 JIT compiler in C++
• Part 1
• Part 2
• Build a Live Code-reloader Library for C++
• Write a hash table in C
• Let’s Build a Simple Database
• Let’s Write a Kernel
• Write a Bootloader in C
• Linux Container in 500 Lines of Code
• Write Your Own Virtual Machine
• Learning KVM – Implement Your Own Linux Kernel
• Write a C compiler
• Part 1: Integers, Lexing and Code Generation
• Part 2: Unary Operators
• Part 3: Binary Operators
• Part 4: Even More Binary Operators
• Part 5: Local Variables
• Part 6: Conditionals
• Part 7: Compound Statements
• Part 8: Loops
• Part 9: Functions
• Part 10: Global Variables
• Implementing a Language with LLVM
• Meta Crush Saga: a C++17 compile-time game
• High-Performance Matrix Multiplication
• Space Invaders from Scratch
• Part 1
• Part 2
• Part 3
• Part 4
• Part 5
• Tetris Tutorial in C++ Platform Independent
• Writing a Linux Debugger
• Part 1: Setup
• Part 2: Breakpoints
• Part 3: Registers and memory
• Part 4: Elves and dwarves
• Part 5: Source and signals
• Part 6: Source-level stepping
• Part 7: Source-level breakpoints
• Part 8: Stack unwinding
• Part 9: Handling variables
• Part 10: Advanced topics

网络编程

• 让我们编写一个TCP/IP堆栈
• 第1部分：以太网和ARP
• Part 2: IPv4 & ICMPv4
• Part 3: TCP Basics & Handshake
• Part 4: TCP Data Flow & Socket API
• 第5部分：TCP重传
• 并发服务器编程
• Part 1 – Introduction
• Part 2 – Threads
• Part 3 – Event-driven
• Part 4 – libuv
• Part 5 – Redis case study
• 第6部分-回拨、承诺和异步/等待
• MQTT Broker从头开始
• Part 1 – The protocol
• Part 2 – Networking
• Part 3 – Server
• Part 4 – Data structures
• Part 5 – Topic abstraction
• Part 6 – Handlers
• Bonus – Multithreading

OpenGL：

• Creating 2D Breakout game clone in C++ with OpenGL
• Breakout
• Setting up
• Rendering Sprites
• Levels
• Collisions
  • Ball
  • Collision detection
  • Collision resolution
• Particles
• Postprocessing
• Powerups
• Audio
• Render text
• Final thoughts
• Handmade Hero
• How to Make Minecraft in C++/OpenGL (video)

C#：

• Learn C# By Building a Simple RPG Game
• Create a Rogue-like game in C#
• Create a Blank App with C# and Xamarin (work in progress)
• Build iOS Photo Library App with Xamarin and Visual Studio
• Building the CoreWiki 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.

闭合：

• Build a Twitter Bot with Clojure
• Building a Spell-Checker
• Building a JIRA integration with Clojure & Atlassian Connect
• Prototyping with Clojure
• Tetris in ClojureScript

灵丹妙药

• Building a Simple Chat App With Elixir and Phoenix
• How to write a super fast link shortener with Elixir, Phoenix, and Mnesia

二郎

• ChatBus : build your first multi-user chat room app with Erlang/OTP
• Making a Chat App with Erlang, Rebar, Cowboy and Bullet

F编号：

• Write your own Excel in 100 lines of F#

Java：

• Build an Interpreter (Chapter 4-13 is written in Java)
• Build a Simple HTTP Server with Java
• Build an Android Flashlight App (video)
• Build a Spring Boot App with User Authentication

JavaScript：

• Build 30 things in 30 days with 30 tutorials
• Build an App in Pure JS
• Build a Jupyter Notebook Extension

HTML和CSS：

• Build A Loading Screen
• Build an HTML Calculator with JS

移动应用：

• Build a React Native Todo Application
• Build a React Native Application with Redux Thunk

Web应用程序：

节点：

• Create Serverless React.js Apps
• Create a Trello Clone
• Create a Character Voting App with React, Node, MongoDB and SocketIO
• React Tutorial: Cloning Yelp
• Build a Full Stack Movie Voting App with Test-First Development using Mocha, React, Redux and Immutable
• Build a Twitter Stream with React and Node
• Build a Serverless MERN Story App with Webtask.io
• Part 1
• Part 2
• Build A Simple Medium Clone using React.js and Node.js
• Integrate MailChimp in JS
• Build A Chrome Extension with React + Parcel
• Build A ToDo App With React Native
• Make a Chat Application
• Create a News App with React Native
• Learn Webpack For React
• Testing React App With Pupepeteer and Jest
• Build Your Own React Boilerplate
• Code The Game Of Life With React
• A Basic React+Redux Introductory Tutorial
• Build an Appointment Scheduler
• Build A Chat App with Sentiment Analysis
• Build A Full Stack Web Application Setup
• Create Todoist clone with React and Firebase
• Build A Random Quote Machine
• Part 1
• Part 2
• Part 3
• Part 4
• Part 5
• Part 6
• Part 7

VUE

• Build an Instagram Clone with Angular 1.x
• Build an offline-capable Hacker News client with Angular 2+
• Part 1
• Part 2
• Build a Google+ clone with Django and AngularJS (Angular 1.x)
• Build A Beautiful Real World App with Angular 8 :
• Part I
• 第II部
• 使用引导4和角度6构建响应式布局
• ToDo App with Angular 5
• Introduction to Angular
• Part 1

其他(Hapi，Express.)：

• Build A Simple Website With Node,Express and MongoDB
• Build a real-time Markdown Editor with NodeJS
• Test-Driven Development with Node, Postgres and Knex
• Write a Twitter Bot in Node.js
• Part 1
• Part 2
• Create A Simple RESTFUL Web App
• Build A Simple Search Bot in 30 minutes
• Build A Job Scraping Web App

D3.js

• Vue 2 + Firebase: How to build a Vue app with Firebase authentication system in 15 minutes
• Vue.js Application Tutorial – Creating a Simple Budgeting App with Vue
• Build a Blog with Vue, GraphQL and Apollo
• Build a full stack web application using MEVN (MongoDB, Express, Vue, Node) stack
• Part 1
• Part 2
• Vue.js To-Do List Tutorial (video)

Others (Hapi, Express…):

• Build a Progressive Web Application (PWA)
• Part 1
• Part 2
• Part 3
• Build A Support Ticket Application With AdonisJs
• Part 1
• Part 2
• Build A Native Desktop App with JS
• Build a Powerful API with NodeJs,GraphQL and Hapi
• Part I

D3.js

• Learn D3 using examples
• Learn To Make A Line Chart

游戏开发：

• Make 2D Breakout Game using Phaser
• Make Flappy Bird in HTML5 and JavaScript with Phaser
• Part 1
• Part 2

桌面应用程序：

• Build a Music Player with React & Electron
• Part 1
• Part 2
• Part 3
• Build A Desktop Chat App with React and Electron

其他：

• How to Build a Web Framework in Less Than 20 Lines of Code
• Build Yourself a Redux
• How to write your own Virtual DOM
• Build A Realtime Serverless GraphQL API with WebSockets on AWS

科特林：

• Keddit – Learn Kotlin While Developing an Android Application

Lua：

L？VE：

• BYTEPATH: Creation of a Complete Game with Lua and LÖVE
• Part 0: Introduction
• Part 1: Game Loop
• Part 2: Libraries
• Part 3: Rooms and Areas
• Part 4: Exercises
• Part 5: Game Basics
• Part 6: Player Basics
• Part 7: Player Stats and Attacks
• Part 8: Enemies
• Part 9: Director and Gameplay Loop
• Part 10: Coding Practices
• Part 11: Passives
• Part 12: More Passives
• Part 13: Skill Tree
• Part 14: Console
• Part 15: Final

巨蟒：

网络抓取：

• Mining Twitter Data with Python
• Scrape a Website with Scrapy and MongoDB
• How To Scrape With Python and Selenium WebDriver
• Which Movie Should I Watch using BeautifulSoup

机器人：

• Build a Microblog with Flask
• Create a Blog Web App In Django
• Part I : Introduction
• Part II : Extension To Add More Features
• Choose Your Own Adventure Presentations
• Build a Todo List with Flask and RethinkDB
• Build a Todo List with Django and Test-Driven Development
• Build a RESTful Microservice in Python
• Microservices with Docker, Flask, and React
• Build A Simple Web App With Flask
• Build a RESTful API with Flask – The TDD Way
• Create A Django API in under 20 minutes

数据科学：

• Build a Reddit Bot
• How to Make a Reddit Bot – YouTube (video)
• Build a Facebook Messenger Bot
• Making a Reddit + Facebook Messenger Bot
• How To Create a Telegram Bot Using Python
• Part 1
• Part 2
• Create a Twitter Bot In Python

机器学习：

• Learn Python For Data Science by Doing Several Projects (video):
• Part 1: Introduction
• Part 2: Twitter Sentiment Analysis
• Part 3: Recommendation Systems
• Part 4: Predicting Stock Prices
• Part 5: Deep Dream in TensorFlow
• Part 6: Genetic Algorithms

OpenCV：

• Write Linear Regression From Scratch in Python (video)
• Step-By-Step Machine Learning In Python
• Predict Quality Of Wine
• Solving A Fruits Classification Problem
• Learn Unsupervised Learning with Python
• Build Your Own Neural Net from Scratch in Python
• Linear Regression in Python without sklearn
• Multivariate Linear Regression without sklearn
• Music Recommender using KNN
• Find Similar Quora Questions-
• Using BOW, TFIDF and Xgboost
• Using Word2Vec and Xgboost

深度学习：

• Build A Document Scanner
• Build A Face Detector using OpenCV and Deep Learning
• Build a Face Recognition System using OpenCV, Python and Deep Learning
• Detect The Salient Features in an Image
• Build A Barcode Scanner
• Learn Face Clustering with Python
• Object Tracking with Camshift
• Semantic Segmentation with OpenCV and Deep Learning
• Text Detection in Images and Videos
• People Counter using OpenCV
• Tracking Multiple Objects with OpenCV
• Neural Style Transfer with OpenCV
• OpenCV OCR and Text Recognition
• Text Skew Correction Tutorial
• Facial Landmark Detection Tutorial
• Object Detection using Mask-R-CNN
• Automatic Target Detection Tutorial
• EigenFaces using OpenCV
• Faster(5-point) Facial Landmark Detection Tutorial
• Hand Keypoint Detection
• Dlib Correlation Object Tracking –
• Single Object Tracker
• Mutiple Object Tracker
• Image Stitching with OpenCV and Python
• Instance Segmentation with OpenCV
• Face mask detector

Ruby on Rails：

• Using Convolutional Neural Nets to Detect Facial Keypoints
• Generate an Average Face using Python and OpenCV
• Break A Captcha System using CNNs
• Use pre-trained Inception model to provide image predictions
• Create your first CNN
• Build A Facial Recognition Pipeline
• Build An Image Caption Generator
• Make your Own Face Recognition System
• Train a Language Detection AI in 20 minutes
• Object Detection With Neural Networks
• Learn Twitter Sentiment Analysis –
• Part I – Data Cleaning
• Part II – EDA, Data Visualisation
• Part III – Zipf’s Law, Data Visualisation
• Part IV – Feature Extraction(count vectoriser)
• Part V – Feature Extraction(Tfidf vectoriser)
• Part VI – Doc2Vec
• Part VII – Phrase Modeling + Doc2Vec
• Part VIII – Dimensionality Reduction
• Part IX – Neural Nets with Tfdif vectors
• Part X – Neural Nets with word2vec/doc2vec
• Part XI – CNN with Word2Vec
• Use Transfer Learning for custom image classification
• Learn to Code a simple Neural Network in 11 lines of Python
• Build a Neural Network using Gradient Descent Approach
• Train a Keras Model To Generate Colors
• Get Started with Keras on a Custom Dataset
• Use EigenFaces and FisherFaces on Faces94 dataset
• Kaggle MNIST Digit Recognizer Tutorial
• Fashion MNIST tutorial with tf.keras
• CNN using Keras to automatically classify root health
• Keras vs Tensorflow
• Deep Learning and Medical Image Analysis for Malaria Detection
• Transfer Learning for Image Classification using Keras
• Code a Smile Classifier using CNNS in Python
• Natural Language Processing using scikit-learn
• Code a Taylor Swift Lyrics Generator

反应：

• Build a Simple Interpreter
• Build a Simple Blockchain in Python
• Write a NoSQL Database in Python
• Building a Gas Pump Scanner with OpenCV/Python/iOS
• Build a Distributed Streaming System with Python and Kafka
• Writing a basic x86-64 JIT compiler from scratch in stock Python
• Making a low level (Linux) debugger
• Part 1
• Part 2: C
• Implementing a Search Engine
• Part 1
• Part 2
• Part 3
• Build the Game of Life
• Create terminal ASCII art
• Write a Tic-Tac-Toe AI
• Create photomosaic art
• Build the game “Snake” in the terminal
• Write yourself a Git
• A Python implementation of a Python bytecode runner

开始：

• Create a Real Time Chat App with Golang, Angular 2, and WebSocket
• Building Go Web Applications and Microservices Using Gin
• How to Use Godog for Behavior-driven Development in Go et started with Godog
• Building Blockchain in Go
• Part 1: Basic Prototype
• Part 2: Proof of Work
• Part 3: Persistence and CLI
• Part 4: Transactions 1
• Part 5: Address
• Part 6: Transactions 2
• Part 7: Network
• Build Web Application with GoLang
• Building a container from scratch in Go – Liz Rice (Microscaling Systems)

PHP：

• How To Build A Blog With Laravel (video)
• Make Your Own Blog (in Pure PHP)
• Build A Real Estate Website Example with SilverStripe
• Building Realtime Chat App with Laravel 5.4 and VueJS (video)
• Build A Social Network: Laravel 5 – Youtube (video)
• Build a full-featured multi-tenant app with Laravel
• Part 0: Introduction
• Part 1: Setup
• Part 2: Roles and Permissinos
• Part 3: Invitation
• Part 4: Authentication
• Part 5: Testing
• Part 6: User Profile
• Part 7: Deployment

OCaml：

• Implement a Language with LLVM in OCaml

红宝石：

• Build a Network Stack with Ruby
• Build your own Redis
• Part 0: Introduction
• Part 1: Barebones TCP Server
• Part 2: PING <-> PONG
• Part 3: Concurrent Clients
• Part 4: ECHO

角度：

• The Ruby on Rails Tutorial
• Build Instagram From Scratch with Ruby on Rails
• Build a Social Network using Rails
• How To Build a Ruby on Rails Application

哈斯克尔：

• Write You a Haskell – Build a modern functional compiler
• Write Yourself a Scheme in 48 hours
• Write You A Scheme, Version 2
• Roll Your Own IRC Bot
• Let’s Build A Basic Compiler in Haskell
• Making Movie Monad
• Making a Website with Haskell (outdated)

R：

• Build Web Apps with Shiny
• Build A Cryptocurrency Bot
• Learn Associate Rule Mining in R

Rust：

• A Simple Web App in Rust
• Part 1
• Part 2a
• Part 2b
• Write an OS in pure Rust
• Build a browser engine in Rust
• Write a Microservice in Rust
• Learning Rust with Too Many Linked Lists
• Rust in Detail: Writing Scalable Chat Service from Scratch
• Part 1: Implementing WebSocket. Introduction.
• Part 2: Sending and Receiving Messages
• Writing a Rust Roguelike for the Desktop and the Web

Scala：

• Simple actor-based blockchain
• No Magic: Regular Expressions

Swift：

• Hacking with Swift – Learn Swift by doing 39 projects

其他资源

• React Redux Links
• Full Stack Python
• Node School
• ScotchIO
• Exercism
• Egghead.io
• Michael Herman’s Blog
• Thinkster.io
• C Project Based Tutorials
• Enlight
• Hack Club Workshops