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免费编程课程

周金根

原文：free-courses

周金根补充

Scratch编程游乐场-学习制作有趣的游戏来编程

Index

Algorithms & Data Structures

Algorithms – Abdul Bari
Berkeley University CS 61B: Data Structures
Data Structures – mycodeschool
Data Structures Easy to Advanced Course – Full Tutorial from a Google Engineer – William Fiset – (freeCodeCamp)
IIT Bombay Foundation of Data Structures (CS213.1x)
Intro to Data Structures and Algorithms – Brynn Claypoole, Horatio Thomas (Udacity)
MIT’s Design and Analysis of Algorithms (Spring 2012) – Dana Moshkovitz, Bruce Tidor
MIT’s Design and Analysis of Algorithms (Spring 2015) – Erik Demaine, Srini Devadas, Nancy Lynch
MIT’s Introduction to Algorithms (SMA 5503) (Fall 2005) – Charles Leiserson, Erik Demaine
Princeton University Algorithms, Part 1
Princeton University Algorithms, Part 2
Sorting Algorithms – mycodeschool
Stanford University Algorithms: Design and Analysis, Part 1
Stanford University Algorithms: Design and Analysis, Part 2
This is CS50x – David J. Malan (Harvard OpenCourseWare)

Android

Advanced Android App Development – (Udacity)
Advanced Android with Kotlin – (Udacity)
Android App Development for Beginners Playlist – Bucky Roberts – (thenewboston)
Android Basics: Data Storage – (Udacity)
Android Basics: Multiscreen Apps – (Udacity)
Android Basics: Networking – (Udacity)
Android Basics: User Input – (Udacity)
Android Basics: User Interface – (Udacity)
Android Developer Fundamentals (Version 2) — Codelab
Android Developer Fundamentals (Version 2) — Concepts
Android Performance – (Udacity)
Build Native Mobile Apps with Flutter – (Udacity)
CS50 2019 – Android Track – David J. Malan (Harvard OpenCourseWare)
Developing Android Apps – (Udacity)
Developing Android Apps with Kotlin – (Udacity)
Firebase in a Weekend: Android – (Udacity)
Gradle for Android and Java – (Udacity)
Kotlin Bootcamp for Programmers – (Udacity)
Learn how to program: Android – Epicodus Inc.
Material design
Material Design for Android Developers – (Udacity)
Programming Cloud Services for Android Handheld Systems
Programming Mobile Applications for Android Handheld Systems pt. 1
Programming Mobile Applications for Android Handheld Systems pt. 2
Programming Mobile Services for Android Handheld Systems: Communication
Programming Mobile Services for Android Handheld Systems: Concurrency

Angular

Angular 6 Tutorials – codedamn (YouTube)
Angular Courses – Programming with Mosh
Angular Fast Crash Course – Edwin Diaz, Coding Faculty Solutions (Udemy)
Angular for Beginners – Angular University (Udemy)
Angular Tutorial For Beginners – Codevolution (YouTube)

Assembly

Bash / Shell

Bento Shell Track (Bento)
How to CMake Good
Shell Scripting Tutorial
Shell Scripting Tutorial for Beginners (ProgrammingKnowledge)

Bootstrap

Bootstrap 4 Quick Start: Code Modern Responsive Websites – Brad Hussey (Udemy)
Bootstrap tutorial for beginners – kudvenkat
Complete Bootstrap 4 course – build 3 projects – Igneus Technologies (Udemy)
Complete Bootstrap Crash Course | Bootstrap 4 Tutorial – Julio Codes
Introduction to Bootstrap – A Tutorial – Microsoft via edX (Class Central)
Learn Bootstrap 4 for free – Neil Rowe (Scrimba)
Learn Bootstrap 4 in this free 10-part course – Per Harald Borgen (Freecodecamp)
Rapid website design with Bootstrap – Laurence Svekis (Udemy)

C

C Programming Tutorial
C Programming Tutorial for Beginners – Mike Dane – (freeCodeCamp)
Introduction to Computer Science
The Arduino Platform and C Programming

C Sharp

C# 101 – Scott Hanselman, Kendra Havens Microsoft.
C# Tutorial – Full Course for Beginners – Mike Dane – (freeCodeCamp)
Learn how to program: C# – Epicodus Inc.

C++

C++ For Programmers – Catherine Gamboa (Udacity)
C++ Programming Tutorial for Beginners (For Absolute Beginners) – ProgrammingKnowledge
C++ Tutorial – The Bad Tutorials
C++ Tutorial for Beginners – Full Course – Mike Dane – (freeCodeCamp)
Google’s C++ Course
Introduction to C++ (MIT’s opencourseware)
Microsoft edX Courses:

Clojure

Functional Programming with Clojure

Compilers

Stanford’s Compilers

Cuda

Intro to Parallel Programming Using CUDA to Harness the Power of GPUs (Udacity)

Dart

Dart Course for Beginners (Udemy)
Dart Programming Tutorial – Full Course – Mahmud Ahsan (FreeCodeCamp)
Dart Programming Tutorial | Learn the Dart for Flutter (Udemy)

Data Science

Advanced Data Mining with Weka MOOC
Data Cleaning by Rachael Tatman at Kaggle
Data Mining with Weka MOOC
Data Science interview questions – Krish Naik
Data Visualization by Alexis Cook at Kaggle
Datavis 2020 – Curran Kelleher
Introduction to Data Science in Python – Christopher Brooks (Coursera)
Introduction to Python for Data Science
More Data Mining with Weka MOOC
The Analytics Edge

Databases

Database Systems (MIT’s opencourseware)
DML Server Administration – (Alison)
Introduction to Databases (Stanford University)
Learn SQL Basic for Data Science Specialisation (Coursera)

NoSQL

MongoDB University – MongoDB, Inc. (email address required)

SQL

Introduction to Database Queries – (edX New York University) – (Aspen Olmsted)
Introduction to Databases and SQL Querying – Rakesh Gopalakrishnan (Udemy)
Learn SQL – PopSQL
MySQL Tutorial for Beginners [Full Course] – Programming with Mosh
SQL Foundations – Sagar Uppuluri (Udemy)
SQL Tutorial
SQL Tutorial – Full Database Course for Beginners – Mike Dane (freeCodeCamp)

Deep Learning

Complete Deep Learning – Krish Naik
Convolutional Neural Networks for Visual Recognition
Deep Learning for Natural Language Processing
Deep Learning Specialization (coursera)
Deep Multi-Task and Meta Learning – Chelsea Finn (Stanford University)
Deep Reinforcement Learning – Sergey Levine
Exploring Fairness in Machine Learning for International Development – Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, Amit Gandhi, Audace Nakeshimana (MIT OpenCourseWare)
Intro to Deep Learning – Ryan Holbrook
Introduction to Reinforcement learning with David Silver – David Silver
MIT 6.S094: Deep Learning for Self-Driving Cars
MIT 6.S191: Introduction to Deep Learning – Alexander Amini, Ava Soleimany
Practical Deep Learning For Coders taught – Jeremy Howard
Practical Deep Learning for Coders, v3 (using fastai library)
Self-Paced Courses for Deep Learning
Unsupervised Feature Learning and Deep Learning
What is Deep Learning (Udacity)

Docker

Docker – Raghav Pal
Docker Tutorial – TutorialsPoint
Docker Tutorial for Beginners – FreeCodeCamp
Docker Tutorial Videos | DevOps Tool – edureka!
IIEC RISE 1.0 Docker
Learn Docker, Container Runtimes, Builders and Registries – Katacoda

Flutter

Flutter Crash Course – Nick Manning (account required)
Flutter Tutorial – Matt Sullivan, James Williams, Mary Xia (Udacity)
Flutter Tutorial for Beginners – Mayuresh Wankhede (Udemy)

Game Development

CS50 2019 – Games Track – David J. Malan (Harvard OpenCourseWare)
Unity Beginner Fundamentals(Unity Learn)
Unity Beginner Tutorials (Brackeys)
Unity User Manual

Git

Bento Git Learning Track (Bento)
Bento GitHub Learning Track (Bento)
Git – Gwendolyn Faraday
Git & GitHub Tutorial for Beginners (The Net Ninja)
Git and GitHub for Poets
GitHowTo
How to Use Git and GitHub (Udacity)
Introduction to Git and GitHub – Google (Coursera)

Go

A Tour Of Go
Go Tutorial
Golang | Gin HTTP Framework – Pragmatic Reviews
Learn Go Programming – Golang Tutorial for Beginners – FreeCodeCamp

Haskell

C9 : Functional Programming Fundamentals – Erik Meijer
CIS 194: Introduction to Haskell – Brent Yorgey
CS240h: Functional Systems in Haskell – Bryan O’Sullivan
edX: Introduction to Functional Programming – Erik Meijer
RWTH Aachen University: Functional Programming – Jürgen Giesl

HTML / CSS

Bento CSS Learning Track (Bento)
Bento HTML Learning Track (Bento)
Build a Personal Website with Dash
Build a responsive website with Webflow
Build a SaaS landing page using Skeleton
Build Dynamic Websites
Code Your First Game: Arcade Classic in JavaScript on Canvas – Chris DeLeon (Udemy)
Complete HTML/CSS BootCamp – FrontEnd Masters
CSS Flexbox – Mastering the Basics – Vishwas Gopinath (Udemy)
CSS Grid – Wesbos
CSS Tutorial
CSS3 tutorial for beginners | Learn CSS3 – Udemy
Flexbox in 30 Days – Samantha Ming
HTML & CSS Crash Course – The Net Ninja (Shaun Pelling)
HTML and CSS Crash Course – Kevin Powell (scrimba)
HTML and CSS Tutorials – Dani Krossing
HTML Tutorial
Learn how to program: CSS – Epicodus Inc.
Learn HTML and CSS (BitDegree)
Learn HTML5 Programming From Scratch
Learn to style HTML using CSS
Responsive Web Design with HTML5 and CSS3 – Advanced – Udemy
Structuring the web with HTML
Web Development By Doing: HTML / CSS From Scratch – Udemy
What the Flexbox – Wesbos

iOS

AppCoda Complete iOS Tutorial
CS193p Developing Apps for IOS – Stanford
CS50 2019 – iOS Track – David J. Malan (Harvard OpenCourseWare)
Developing iOS 11 Apps with Swift
Ray Wenderlich iOS Tutorial
The Complete Swift iOS Developer – Create Real Apps in Swift – Grant Klimaytys (Udemy)

Java

Advanced Software Construction in Java
Central Connecticut State University, Introduction to CS Using Java
CS106A – Programming Methodology – (Stanford)
Introduction to Java
Java Design Patterns and Architecture – John Purcell (Udemy)
Java for Complete Beginners
Java for Mobile Devices – Introducing Codename One
Java Online Training | Edureka – (Edureka)
Java Programming – Angie Jones (Applitools)
Java Programming: Solving Problems with Software – (Coursera)
Learn how to program: Java – Epicodus Inc.
Object-Oriented programming with Java, part I
Object-Oriented programming with Java, part II
Princeton Algorithms, Part 1
Problem Solving With Java (Udacity)
Software Construction in Java
Spring 5 Core – An Ultimate Guide – Somnath Musib (Udemy)

JavaScript

Beginner’s Series to: JavaScript – Microsoft Developer (YouTube)
Bento JavaScript Learning Track (Bento)
Egghead.io
ES6 and Typescript Tutorial – Codevolution
Intro to JavaScript ES6 programming
Intro To JavaScript Unit Testing & BDD – Traversy Media
Javascript course – Hitesh Choudhary
Javascript Essentials – Lawrence Turton (Udemy)
Javascript30 – Wesbos
Learn how to program: JavaScript – Epicodus Inc.
Learn modern JavaScript – Beau Carnes (Scrimba) (Scrimba account required)
learn:query
Programming Foundations with Javascript, HTML and CSS – Owen Astrachan, Robert Duvall, Andrew D. Hilton, Susan H. Rodger (Coursera)

Angular.js

D3.js

D3 101 – Curran Kelleher
Learn D3 – Codecademy (account required)

DenoJS

Deno Beginner – Ahmad Awais – (email required)

jQuery

Bento jQuery Track (Bento)
Introduction to JQuery (Udacity)

Next.js

Mastering Next.js

NodeJS

Beginner’s Series to: Node.js – Microsoft Developer (YouTube)
Node.js API Development for Beginners (Udemy)
Node.js Basics – Java Brains (Youtube)

React

Full-Stack Web Development with React Specialization – Jogesh K. Muppala (Coursera)
React (progate) (account required)
React basic in just 1 hour (Udemy)
React Crash Course 2020 – freecodecamp
React Hooks – WebDevSimplified
ReactJS Basics – Bitfumes
ReactJS Tutorial for Beginners – Codevolution
Start Using React to Build Web Applications

React Native

CS50’s Mobile App Development with React Native – edX
React Native for Beginners – The Net Ninja
React Tutorial for Beginners – codevolution

Redux

Getting Started with Redux
Learn Redux – Wes Bos (email address requested)

Vue.js

Kotlin

Android Kotlin Tutorial: Create Android Apps using Kotlin – Sriyank Siddhartha (YouTube)
Developing Android Apps with Kotlin (Udacity)
Kotlin Bootcamp for Programmers – Aleks Haecky, Asser Samak, Sean McQuillan (Udacity)

Kubernetes

Learn Kubernetes – Katacoda

Linux

Introduction To Linux – The Linux Foundation (edx)
Linux Administration Tutorial Videos – edureka!
Linux Command Line – Adam Eubankas (Udemy)
Linux Operating System Fundamentals – Linux Academy (Udemy)
Linux Tutorials and Projects – Jason Cannon (Udemy)
Red Hat Enterprise Linux Technical Overview – Red Hat, Inc. (Udemy)
The Linux Basics: Beginner to Sysadmin, Step by Step

Lua

Learn Lua in 15 Minutes – Tyler Neylon (HTML)
Lua Interactive Crash Course
Lua Tutorial

Machine Learning

Deep Learning Fundamentals by DeepLearning.TV (cognitiveclass.ai)
Google’s Machine Learning Crash Course
Intro to Machine Learning (Kaggle)
Intro to Machine Learning Udacity (Udacity)
Machine Learning (SoloLearn) (account required)
Machine Learning Recipes with Josh Gordon
Machine Learning Tutorial Python | Machine Learning For Beginners – Dhaval Patel
Machine Learning with Python by Saeed Aghabozorgi (cognitiveclass.ai)
Pattern Recognition and Machine Learning
Principles of Machine Learning By Microsoft
PyTorch tutorials by PyTorch.org
Stanford University Machine Learning

Markdown

MasteringMarkdown – Wesbos

MATLAB

Data Processing and Feature Engineering with MATLAB (coursera)
Introduction to Matlab in English -Mohammed Mohammed
MATLAB and Simulink Training
MIT 18.S997 Introduction to MATLAB Programming

Mercurial

Hg Init: a Mercurial Tutorial – Joel Spolsky

Misc

Advanced Data Structures
Advanced NLP using spaCy – Ines Montani
AI Courses – Intel Corporation
Algorithm Design and Implementation
Aml-2018 Ambient Intelligence (F. Corno – L. De Russis – A. Monge Roffarello)
Berkeley’s CS 61B: Data Structures
Berkeley’s CS 162: Operating Systems and Systems Programming
Berkeley’s CS 169: Software Engineering
Berkeley’s CS 194: What is an Operating System?
Bits: The Computer Science of Digital Information
Caltech’s Learning From data
Cloud Computing and Development – Ashwin Kumar Ramaswamy (UAceIt)
Computer Graphics
Elements of AI
Embedded Software Safety (P. Koopman)
FindLectures.com – Index of conference talks by language / topic
Introduction to Reinforcement Learning with David Silver – David Silver
LouvainX Paradigms of Computer Programming – Abstraction and Concurrency
LouvainX Paradigms of Computer Programming – Fundamentals
MIT 6.S099: Artificial General Intelligence
MIT Numerical Methods (2014)
MIT’s Artificial Intelligence
MIT’s Computer Language Engineering
MIT’s Introduction to Algorithms
MIT’s Mathematics for Computer Science
Principles of Reactive Programming
Robotics I – (A. De Luca)
Stanford Cryptography I
Stanford Cryptography II
Stanford SEE 229 – Machine Learning

.NET

Learn how to program: .NET – Epicodus Inc.

OCaml

Perl

Perl Tutorial

PHP

Laravel 5.8 Tutorial From Scratch – Coder’s Tape (2019)
Learn how to program: PHP – Epicodus Inc.
PHP & MySQL Tutorial – The Bad Tutorials (2015)
PHP Courses for Beginner – Learn-PHP.org
PHP OOP Tutorials – Dani Krossing
PHP Programming Language Tutorial – Full Course – freeCodeCamp.org (2018)
PHP Tutorial – TutorialRepublic
PHP Tutorials – Dani Krossing

Processing

Learning Processing: A Beginner’s Guide to Programming Images, Animation, and Interaction – The Coding Train

Python

An Introduction to Interactive Programming in Python (Part 1) (Coursera)
An Introduction to Interactive Programming in Python (Part 2) (Coursera)
Bento Python Learning Track (Bento)
Berkeley’s Structure and Interpretation of Computer Programs
Codesdope
Fork Python (GeeksForGeeks)
Google’s Python Course
Introduction to Computer Science and Programming (MIT’s opencourseware)
Introduction to Programming Using Python (edX)
Introduction to Python (Microsoft Docs)
Introduction to Python Basics for Data Science (DPhi)
Introduction to Python Programming (Udacity)
Introduction to Scripting in Python Specialization (Coursera)
Learn Python
Learn Python – Free Interactive Python Tutorial
Learn Python From Scratch – MD. Hasanur Rahaman Hasib (Udemy)
Learn Python Tutorial (Kaggle)
Learn to program in Python
Learn to Program: The Fundamentals (Coursera)
Programming Foundations with Python (Udacity)
Python 3 (SoloLearn)
Python And Cryptocurrency: Build 5 Real World Applications Ian Annase (Udemy)
Python Built in Functions A to Z Tutorial and Examples – Brainy Things
Python Course
Python Course from scratch – Olaf Paulson (scrimba)
Python Data Analysis – Scott Rixner, Joe Warren (Coursera)
Python for Everybody (Coursera Reading Materials with YouTube Videos)
Python Learn Course – Colin Morris (Kaggle)
Python OOP Tutorials – Working with Classes – Corey Schafer
Python Programming Essentials – Scott Rixner, Joe Warren (Coursera)
Python Programming Language (Geeks for Geeks)
Python Programming Tutorial
Python Tutorial – Python for Beginners [Full Course] (Programming with Mosh)
Python Tutorials – Corey Schafer
SoloLearn
The Python Tutorial
Using Python for Research (edX Harvard)

Django

Django for Everybody (Coursera Reading Materials with YouTube Videos)
Django Tutorial for Beginners – Navin Reddy
Django Tutorials – Corey Schafer
Python Django Tutorial 2018 for Beginners – Clever Programmer

Flask

Flask Tutorials – Corey Schafer
Python Flask Tutorial (TutorialsPoint)

QB64

Game Programming with QB64 – Terry Ritchie

R

R Programming
R Programming Tutorial – (Barton Poulson) – (freeCodeCamp)
R Tutorial For Beginners | Edureka – (Edureka)

Ruby

Agile Development Using Ruby on Rails – Advanced
Agile Development Using Ruby on Rails – Basics
An Introduction to Ruby Programming Language – Ali Tourani (HTML, PDF)
Learn how to program: Ruby – Epicodus Inc.
Learn Ruby
RESTful API with Ruby On Rails 5 – Udemy
Ruby Tutorial
RubyMonk – Interactive Ruby tutorials

Rust

Intro to Rust – Tensor Programming
Rust Basics – Engineer Man
Rust Crash Course – Traversy Media
Rust Projects – Tensor Programming
Rust Tutorial – Doug Milford

Scala

Security

Computer Systems Security – Prof. Nickolai Zeldovich (MIT OpenCourseWare)
Ethical Hacking -(Hacker101)
The Complete Cyber Security & Hacking Course -(Insec Techs- EH Academy)
Zero to Hero: A Practical Network Penetration Testing Course – The Cyber Mentor

Swift

100 days of Swift – Hacking With Swift
How To Make An App For Beginners (iOS/Swift – 2019) – Chris Ching (Udemy)
Learn Swift – CodeWithChris
Swiftris – Build an iOS Tetris app from scratch

Vapor

Vapor University

Theory

Automata Theory
Intro to Theoretical Computer Science (Udacity)

TypeScript

Introduction to TypeScript – Daniel Stern (Udemy)
TypeScript Fast Crash Course – Edwin Diaz, Coding Faculty Solutions (Udemy)

Verilog / VHDL / SystemVerilog

Web Development

ASP.NET Core Tutorial For Beginners – Venkat (Pragim Technologies)
CS50’s Web Programming with Python and JavaScript – Brian Yu,David J. Milan (edX Harvard CS50)
Discover Flask – Full Stack Web Development with Flask
Flask(A Python Microframework) Tutorial
Free Code Camp
Full stack open – University of Helsinki
Learn web development – Mozilla Contributors
Python Web Scraping & Crawling using Scrapy
The Odin Project – Learn Web Development for Free
Web Development for Beginners – A Curriculum – Microsoft
Web Devevelopment Tutorials for Beginners – LearnCode.academy
Web Information Retrieval – L. Becchetti, A. Vitaletti (University of Sapienza Rome)

目录