编程语言学习资源

一个编程教程列表，有抱负的软件开发人员在其中学习如何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。教程可能涉及多种技术和语言。

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

• Build Your Own Redis with C/C++

• 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

• Let’s write a compiler

• • Part 1: Introduction, selecting a language, and doing some planning
  • Part 2: A lexer
  • Part 3: A parser
  • Part 4: Testing
  • Part 5: A code generator
  • Part 6: Input and output
  • Part 7: Arrays
  • Part 8: Strings, forward references, and conclusion

Network programming

• Let’s Code a TCP/IP Stack

• • Part 1: Ethernet & ARP
  • Part 2: IPv4 & ICMPv4
  • Part 3: TCP Basics & Handshake
  • Part 4: TCP Data Flow & Socket API
  • Part 5: TCP Retransmission

• Programming concurrent servers

• • Part 1 - Introduction
  • Part 2 - Threads
  • Part 3 - Event-driven
  • Part 4 - libuv
  • Part 5 - Redis case study
  • Part 6 - Callbacks, Promises and async/await

• MQTT Broker from scratch

• • 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#:

• 通过构建一个简单的RPG游戏来学习c#
• 用c#创造一款rogue类型的游戏
• 用c#和Xamarin创建一个空白应用程序(正在进行中)
• 使用Xamarin和Visual Studio构建iOS照片库应用程序
• 构建CoreWiki
• 这是一个维基风格的内容管理系统，完全是用c#用asp.net Core和Razor Pages编写的。.

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
• Build a TicTacToe Game with JavaScript
• Build a Simple Weather App With Vanilla JavaScript
• Build a Todo List App in JavaScript

HTML and CSS:

• Build A Loading Screen
• Build an HTML Calculator with JS
• Build Snake using only JavaScript, HTML & CSS

Mobile Application:

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

Web Applications:

React:

• 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 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 Puppeteer 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

• React Phone E-Commerce Project(video)

Angular:

• 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
  • Part II

• Build Responsive layout with BootStrap 4 and Angular 6

• ToDo App with Angular 5

• • Introduction to Angular
  • Part 1

Node:

• 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

• Build A Simple Search Bot in 30 minutes

• Build A Job Scraping Web App

• Building a GitHub App

• How to build your own Uber-for-X App using JavaScript, Node.JS, MongoDB and Web Sockets

• • Part 1
  • Part 2

Vue

• 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)

• Vue 2 + Pub/Sub: Build a peer to peer multi-user platform for games

Others (Hapi, Express…):

• Build a Progressive Web Application (PWA)

• • Part 1
  • Part 2
  • Part 3

• 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

Game Development:

• Make 2D Breakout Game using Phaser

• Make Flappy Bird in HTML5 and JavaScript with Phaser

• • Part 1
  • Part 2

Desktop Application:

• Build A Desktop Chat App with React and Electron

Miscellaneous:

• 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

LÖVE:

• 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

Python:

Web Scraping:

• 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

Web Applications:

• Build a Microblog with Flask

• Create a Blog Web App In Django

• 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

• Create A Django API in under 20 minutes

• Build a Community-driven delivery application with Django, Postgres and JavaScript

• • Part 1
  • Part 2

• Realtime Chat application with Vue, django-notifs, RabbitMQ and uWSGI

• • Part 1
  • Part 2
  • Part 3
  • Part 4
  • Part 5
  • Part 6

Bots:

• 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

Data Science:

• 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

Machine Learning:

• 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

• Detecting Fake News with Python and Machine Learning

OpenCV:

• Build A Document Scanner

• Build A Face Detector using OpenCV and Deep Learning

• Build fastest custom object Detection system yusing YOLOv3(video playlist)

• 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

Deep Learning:

• 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

• Mask detection using PyTorch Lightning

Miscellaneous:

• 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

• Create a Voice assistant using Python