开发者必备英文网站合集

这是一份对开发者有用的英文网站清单&＃xff0c;涉及到从初学者到行业大牛成长的方方面面&＃xff0c;还有很多事英语学习的网站&＃xff0c;请相信我&＃xff0c;这些肯定会对你有所帮助的。

 CareerBuilder、GitHub、Google、Hacker News、the IEEE、Reddit、Stack Overflow 和 Twitter

Bootstrap Icons »Bootstrap Icons · Official open source SVG icon library for Bootstrap

 自由软件基金会&＃xff1a; Front Page — Free Software Foundation — working together for free software

Homepage | gHacks Technology News

国外前端技术社区&＃xff1a;

        simpleprogrammer&＃xff1a;The Programming Blog to Help You Get a Job - Simple Programmer

        Dev.to :https://dev.to/

        stackoverflow:Stack Overflow - Where Developers Learn, Share, & Build Careers

        medium: https://medium.com/

        sitepoint&＃xff1a;SitePoint – Learn HTML, CSS, Javascript, PHP, Ruby & Responsive Design

​​问答社区

• Stack Overflow : subscribe to their weekly newsletter and any other topic which you find interesting
• Quora : A place to share knowledge and better understand the world
• Learn Anything : Community curated knowledge graph of best paths for learning anything
• devRant : Community where you can rant and release your stress
• Codementor : A mentorship community to learn from fellow developers via live 1:1 help and more.
• ithome  iThome | iThome Online 是臺灣第一個網路原生報&＃xff0c;提供IT產業即時新聞、企業IT產品報導與測試、技術專題、IT應用報導、IT書訊&＃xff0c;以及面向豐富的名家專欄
• geekwire&＃xff1a;https://www.geekwire.com
• openforumeurope : Open Source Study - OpenForum Europe
• linuxfoundation&＃xff1a;Linux Foundation - Decentralized innovation, built with trust

新闻资讯

• Hacker News : news aggregator for programmers where civility is king, try a newsletter to get top news to your inbox:
• Hacker Newsletter : curated by hand, delivered weekly
• Hacker News Digest : curated automatically, delivered as frequently as you want
• Ars Technica : posts unique quality articles
• ACM TechNews
• Lobsters : Lobsters is a technology-focused community centered around link aggregation and discussion.
• TechCrunch : another good website for tech news
• GSMArena.com : news related to latest mobile phones and android.
• product hunt : Discover your next favorite thing
• AlternativeTo : Crowdsourced software recommendations
• Better Dev Links : Weekly links to help you become a better developer

网络安全

Hack Forums:http://hackforums.net/

Hack Forums是目前最为理想的黑客技术学习根据地。该论坛不仅在设计上面向黑客群体&＃xff0c;同时也适用于开发人员、博主、游戏开发者、程序员、图形设计师以及网络营销人士。

Evil Zone:Evilzone - Hacking and Security Network

Evil Zone是一个专门面向黑客群体的论坛。当然&＃xff0c;其中也涉及科学、编程以及艺术等领域的内容。

Offensive Community: http://offensivecommunity.net/

Offensive安全社区基本上属于一个“具备大量黑客教程收集库的黑客论坛”。

Hellbound Hackers: HBH: Learn how hackers break in, and how to keep them out.

这里提供与黑客技术相关的各类课程、挑战题目与实现工具。

Hack This Site:Hack This Site Forum • Index page

HackThisSite提供合法而安全的网络安全资源&＃xff0c;在这里大家可以通过各类挑战题目测试自己的黑客技能&＃xff0c;同时学习到更多与黑客及网络安全相关的知识。简而言之&＃xff0c;这是学习黑客技术的最佳站点。

Hack Hound: Hackhound

一个拥有大量相关教程及工具的黑客论坛。

Binary Revolution Hacking Forums: http://www.binrev.com/forums/

提供各类教程、工具以及安全文章。

Exploit-DB: Exploit Database - Exploits for Penetration Testers, Researchers, and Ethical Hackers

Exploit-DB提供一整套庞大的归档体系&＃xff0c;其中涵盖了各类公开的攻击事件、漏洞报告、安全文章以及技术教程等资源。

Crackmes: http://www.crackmes.de/

在这里&＃xff0c;大家可以通过解决各类任务&＃xff08;即crackmes&＃xff09;来测试并提升自己的相关技能水平。

Cracking Forum: http://www.crackingforum.com/

提供各类最新入侵教程及工具。

Ethical Hacker: http://www.crackingforum.com/

另一个黑客论坛&＃xff0c;提供多种教程及工具资源。

Rohitab: rohitab.com - Forums

Rohitab专注于安全类文章、计算机编程、Web设计以及图形设计等领域。

Enigma Group: http://www.enigmagroup.org/

Enigma Group提供合法且安全的安全资源&＃xff0c;大家可以在这里通过各类培训任务测试并拓展自己的技能水平。

Hack Mac: http://www.hackmac.org/forum/

提供与Mac平台相关的黑客、入侵以及安全保护教程。

OpenSC: https://www.opensc.ws/forum.php

Open SC是一个安全研究与开发论坛&＃xff0c;且号称是全球知名度最高的恶意软件论坛。

Packet Storm: Packet Storm

编程练习

• freeCodeCamp : Learn to code and build projects for nonprofits. Build your full stack web development portfolio today
• Reddit.com/r/dailyprogrammer : interesting programming challenges where you can learn from looking at other&＃39;s code , even if you are not able to solve code you can look at how others solved.
• Programming by Doing : very good site for those who want to start with absolute basics
• CodeAbbey - a place where everyone can master programming : Best place to begin with problems that start at the easiest and gradually increase difficulty with each problem.
• Exercism.io : download and solve practice problems in over 30 different languages, and share your solution with others.
• Programming Tasks : large collection of small programs
• karan/Projects-Solutions Solutions to most of the problems in the link above
• Lod - Cloud : The Linking Open Data cloud diagram
• Cave of programming : Learn to program, Upgrade your skills.
• Codeacademy : Learn to code interactively, for free.
• pythonprogramming&＃xff1a; Python Programming tutorials from beginner to advanced on a massive variety of topics.

项目设计   

• martyr2s-mega-project-ideas-list : contains about 125 project ideas from beginner to intermediate level.
• karan/Projects : a large collection of small projects for beginners with
• Wrong "big projects" for beginners : How to choose where to start
• vicky002/1000-Projects : Mega List of practical projects that one can solve in any programming language!

大咖见解

• Things I Wish Someone Had Told Me When I Was Learning How to Code — Free Code Camp : What I’ve learned from teaching others
• Lessons From A Lifetime Of Being A Programmer : The Codist Header Lessons From A Lifetime Of Being A Programmer
• Principles of Good Programming : The Principles of Good Programming
• What every computer science major should know : The Principles of Good Programming
• How to become a programmer, or the art of Googling well
• Code Review Best Practices : Kevin London&＃39;s blog
• Dieter Rams : 10 Principles of Good Product Design
• 10-ways-to-be-a-better-developer
• Working as a Software Developer
• Software design pattern : The entire collection of Design Patterns.
• Design Patterns : Design Patterns explained in detail with examples.

编码规范

• CS 106B Coding Style Guide : must see for those who create spaghetti
• Google C&＃43;&＃43; Style Guide
• Airbnb JS Style Guide : A mostly reasonable approach to Javascript
• Airbnb Ruby Style Guide : A ruby style guide by Airbnb
• What are some bad coding habits you would recommend a beginner avoid getting into?
• Good C programming habits. • /r/C_Programming
• How to Report Bugs Effectively
• Debugging Faqs
• Stuff you need to Code Better!
• Directory of Online CS Courses
• Directory of CS Courses (many with online lectures)
• Angular 1 Style Guide : Officially endorsed style guide by John Pappa

通用工具

• regex101 : Online regex tester and debugger: PHP, PCRE, Python, Golang and Javascript
• CodePen : Front End Developer Playground & Code Editor in the Browser

面试准备

• Pramp | A free on demand interview practice platform for Software Engineers : Practice coding interviews with real peers
• GeeksforGeeks | A computer science portal for geeks : also subscribe to their feeds to get links to their new articles.
• A site for technical interview questions, brain teasers, puzzles, quizzles : whatever the heck those are) and other things that make you think!
• Problems | LeetCode OJ : Coding practice for interviews
• Programmer And Software Interview Questions Answers
• Reddit.com/user/ashish2199/m/puzzles : Logic Puzzles
• A Collection of Quant Riddles With Answers
• Aptitude Questions and Answers : Quant and aptitude preparation
• Interview Archives - Java Honk
• Top 10 Algorithms for Coding Interview
• Algorithm design canvas)
• Big-O Algorithm Complexity Cheat Sheet
• Unix / Linux Cheat Sheet
• How to interview
• How to Ace an Algorithms Interview
• Delightful Puzzles
• visualising data structures and algorithms through animation
• Here&＃39;s How to Prepare for Tech Interviews • /r/cscareerquestions
• Guide to Tech Interviews
• Why You Make Less Money • /r/cscareerquestions
• IIT Delhi Placement Experience
• what_are_your_goto_questions_for_the_do_you_have?
• /r/cscareerquestions : Here&＃39;s a pretty big list of programming interview questions I compiled while studying for big 4 interviews. I think you guys will find it useful! •
• Interviewing At Jane Street
• How to prepare for an interview - 1
• Summer Internship: The Ultimate Guide
• The 25 most difficult HR questions
• Job interviews News, Videos, Reviews and Gossip - Lifehacker
• How to Answer the Toughest 40 Job Interview Questions | ICS Job Portal
• Job Interview Questions and Best Answers
• How to Answer "Tell Me a Little About Yourself" | The Art of Manliness
• Job Interview: How to Ace a Job Interview | The Art of Manliness
• Give your résumé a face lift
• BIG O Misconceptions
• Bitwise tricks
• Core Java Interview questions - Interview question on each topic
• Java Interview Questions and Answers
• Big collection of interview preparation links • /r/cscareerquestions
• Unsolicited_advice_for_job_seekers_and_employers
• five-essential-phone-screen-questions - steveyegge2
• CS9: Problem-Solving for the CS Technical Interview
• Mission-peace/interview problems : A large collection of coding interview problems
• SQL Joins explained using venn diagram
• 10 Frequently asked SQL Query Interview Questions
• Get Ready to Learn SQL: 8. Database Normalization Explained in Simple English - Essential SQL
• Programming Language Concepts: Lecture Notes : OOPs concepts and programming language concepts.
• We Help Coders Get Hired : website offering courses on system design, interview strategies, soft skills etc
• checkcheckzz/system-design-interview
• How to Break Into the Tech Industry - a Guide to Job Hunting and Tech Interviews
• Freshers Interviews
• C PUZZLES, Some interesting C problems
• wu :: riddles(hard) : logic puzzles and riddles
• github.com/odino/interviews : list of important questions for interview
• svozniuk/java-interviews : Java interview questions
• kimberli/interviews : study sheet for Interview
• Determining the big-O runtimes of these different loops? : really good stackoverflow question that covers basics of calculating runtime complexity.
• ChiperSoft/InterviewThis : questions to ask during on a interview to know more about the company.
• SQL interview questions : great SQL test

视频

• Machine that Changed the World - a very good documentary about history of computers
  • Part 1: Giant Brains
  • Part 2: Inventing the Future
  • Part 3: The Paperback Computer
  • Part 4: The Thinking Machine
  • Part 5: The World at Your Fingertips
• Triumph of the Nerds : Play-list
• Project Code Rush - The Beginnings of Netscape / Mozilla Documentary
• The Code: Story of Linux documentary
• Breaking the Code: Biography of Alan Turing
• Mechanical Computer (All Parts) : a very good video from 1950s explaining how mechanical computers used to work without all the modern day electronics.
• Download: The True Story of the Internet : Play-list of discovery channel documentary on browser wars , dot com bubble and more.
• Teach Yourself Computer Science
• How does CPU execute program (video)
• Machine Code Instructions (video)
• Harvard CS50 - Asymptotic Notation (video)
• Cracking The Code Interview
• Cracking the Coding Interview - Fullstack Speaker Series
• Ask Me Anything: Gayle Laakmann McDowell (author of Cracking the Coding Interview)

MOOCs

• Class Central : a directory of 100,000&＃43; student reviews of thousands of MOOCs.
• NPTEL Vidoes COMP_SCI_ENGG
• Coursera.org
• edX
• MOOC.fi : Free online courses from the University of Helsinki
• Udacity
• Kadenze | Creative Programming: Programming courses focused on art and creativity
• UCBerkeley
• MIT OCW Electrical Engineering and Computer Science
• CS50
• prakhar1989/awesome-CS-courses : List containing large amount of CS courses
• Computer Science Resources : list of MOOCs for autodidacts

 Java

• Java Revisited : good for learning about Java Language and interview preparation.
• The Java™ Tutorials: The best tutorials for Java.
• Java Corner at Artima.com
• Java Visualizer : helps visualize references , values of variables ect
• Java Lecture Notes
• Learning Java : a free online textbook for learning Java
• Free Online Chapters of Inside the Java Virtual Machine by Bill Venners
• Understanding JVM Internals
• How Garbage Collection Works
• Welcome to JavaWorld.com
• The Java Memory Model
• Netbeans Keyboard Shortcuts : Keyboard shortcuts to enhance your productivity when working in Netbeans.
• XyzWs Java FAQs : large collection of java interview questions
• Search Open Source Java API : view source of java library and learn how things are implemented.
• JournalDev - Java, Java EE, Android, Web Development Tutorials
• Implementation of Algorithms and Data Structures, Interview Questions and Answers
• what-is-garbage-collection : Demystify the garbage collection
• Best books for learning java must read : Get basics of Java
• Garbage collection (Java); Augmenting data str (video)
• Compilers (video)
• Deep Dive Java: Garbage Collection is Good!
• The C&＃43;&＃43; Programming Language : The C&＃43;&＃43; Programming Language.
• Bjarne Stroustrup&＃39;s FAQ : The C&＃43;&＃43; FAQ
• Bjarne Stroustrup&＃39;s C&＃43;&＃43; Style and Technique FAQ : The C&＃43;&＃43; FAQ
• C&＃43;&＃43;11 - the new ISO C&＃43;&＃43; standard : The C&＃43;&＃43;11 FAQ

AI

• Unsupervised Sentiment Neuron : Unsupervised Sentiment Neuron
• Robots that learn : Robots that Learn
• grakn.ai : The Database for AI

学习写作

• Advice on Research and Writing
• Seminar and reports
• PHD MS Articles
• Practical Tips for Talking at Usergroups and Conferences and Giving presentation on software project to non-programmers

YouTube 频道

• Computerphile : Must watch for every CS student
• ComputerHistory : for those who like to know how we reached where we are.
• GoogleTechTalks : videos on trending topics and cool stuff happening in the tech industry.
• Placement Grid : Interview and campus placement experience
• Google Developers
• Facebook Developers
• O&＃39;Reilly : interviews and talks of world&＃39;s best technical writers.
• Java : talks related to java
• JavaOne : Java Conference
• CppCon : C&＃43;&＃43; Conference
• C&＃43;&＃43;Now (BoostCon) : C&＃43;&＃43;Now (previously BoostCon) conference
• Meeting C&＃43;&＃43; YT Kanalseite : Talks on C&＃43;&＃43;
• ThinMatrix : blogs and tutorials developer making a 3d game in Java using opengl
• yegor256
• Scott Meyers: Past Talks
• thoughtbot : talks on various topics
• code::dive conference : code::dive conference organized by NOKIA Wrocław Technology Center
• HowToBecomeTV : contains good interviews of developers and people related to tech industry.
• Siraj Raval : Artificial Intelligence and deep learning tutorials videos
• Netflix UI Engineering : great videos to watch for web developers, mobile developers and those interested in some of Netflix&＃39;s tech stack
• Coding Blocks : Tutorials, how to&＃39;s, tips and tricks
• Fun Fun Function : A weekly series from Mattias Petter Johansson on an assortment of programming topics, including some not directly related to coding.

文章集合

• Expectations of a Junior Developer
• The Key To Accelerating Your Coding Skills
• A Software Developer’s Reading List : Some good books and links in there.
• 40 Keys Computer Science Concepts Explained In Layman’s Terms
• What every programmer should know about memory, Part 1
• We are reinventing the retail industry through innovative technology
• Unicode
• What every programmer absolutely, positively needs to know about encodings and character sets to work with text
• List of algorithms
• Dive into the byte code
• Data Structure Map
• A Gentle Introduction To Graph Theory
• Linux Inside
• A programmer friendly language that compiles to Lua.

播客网站

• Coding Blocks - Learning principles, patterns and better practices on the go
• MS Dev Show
• The Cynical Developer
• Herding Code
• Code Newbie
• Software Engineering Radio : A podcast targeted at the professional software developer. The goal is to be a lasting educational resource, not a newscast.
• Javascript Jabber : A weekly discussion about Javascript, front-end development, community, careers, and frameworks.
• Developer Tea : A podcast for developers designed to fit inside your tea break.
• Full Stack Radio : Everything from product design and user experience to unit testing and system administration.
• Software Engineering Daily : A daily technical interview about software topics
• The Bike Shed : Guests discuss their development experience and challenges with Ruby, Rails, Javascript, and others.
• The Changelog : A weekly conversation that gets to the heart of open source technologies and the people who create them.
• Front End Happy Hour : A podcast featuring a panel of Software Engineers from Netflix, Evernote, Atlassian & LinkedIn talking over drinks about all things Front End development.

编程的编译器/解释器

• Awesome Compilers : Curated list of awesome resources on Compilers, Interpreters and Runtimes.
• Resources for Amateur Compiler Writers
•  Possibly the smallest compiler ever
• Writing My First Compiler
• Structure and Interpretation of Computer Programs
• Let’s Build A Simple Interpreter. Part 1.
• Growing a compiler

教程

• Subtle | Poor Man&＃39;s CI : Learn how continuous integration platforms work under the hood, by building one of your own on top of git with Node.js
• Tutorialspoint
• W3Schools Online Web Tutorials
• Open Data Structures : Excellent resource for learning about DS and algos , provides code in various languages C&＃43;&＃43; , Java , pseudocode
• Data Structures and Algorithms by John Morris : another good source with code and its analysis
• CMSI 281: Data Structures : light weight introduction to DS
• How to Program in C&＃43;&＃43; : Good resource for revising C&＃43;&＃43; topics and STL
• TopCoder Tutorials
• A Hacker&＃39;s Guide to Git : for those wanting to learn git with a solid foundation
• Git from the inside out
• Learn UNIX in 10 minutes
• The Bash Guide : very good guide for learning the Bash Shell
• Linux Tutorial : good resource for learning Linux
• UNIX Tutorial - Introduction
• Linux Tutorial for Beginners
• Learning the shell.
• Dynamic programming - PrismoSkills : very good resource if want to learn how to solve DP problems.
• Deep C : very good presentation on C language
• C programming language Frequently Asked Questions
• OS Course Notes : Chapter wise course notes according to Galvin&＃39;s book
• SQL (Structured Query Language) in one page : SQL.SU : a very good SQL cheat sheet
• Introduction to C Programming
• MySQL Essentials
• http://www.mysqltutorial.org/
• Best Of - Gustavo Duarte : contains articles on various topics
• Collecting all the cheat sheets : cheat sheets for lots of programming languages
• The Descent to C : for those moving to C from some higher programming language like java or python.
• VimTutor&＃43; : learn VIM from browser itself
• Linux Journey : good site for learning linux
• C Programming
• CS 2112/ENGRD 2112 Fall 2015 : Good notes on data structures and algorithms.
• More about Github-flavored markdown
• The Unix Programming Environment
• The Linux Command Line: A Complete Introduction
• TCP/IP Illustrated Series
• Head First Design Patterns
• Design Patterns: Elements of Reusable Object-Oriented Software : aka the "Gang Of Four" book, or GOF
• UNIX and Linux System Administration Handbook, 4th Edition
• Programming, Web Development, and DevOps news, tutorials and tools for beginners to experts

阅读代码

• LiveEdu.tv : screencast of people building application, websites, games, ect.

程序员须知

• Programmer Competency Matrix : article for knowing what our level as a programmer is.
• GitHub.com Build software better, together : Place to showcase your project and collaborate with others. (Must know Git in order to use it effectively)
• Gitlab offers free unlimited (private) repositories and unlimited collaborators.

编程比赛

• WakaTime : leaderboards of coding metrics collected via editor plugins
• HackerRank
• Codeforces
• topcoder
• UVa Online Judge : hundreds of problems supporting multiple languages.
• HackerEarth - Programming challenges and Developer jobs
• CodeChef
• PKU ACM ICPC Practice problems
• Archived Problems - Project Euler
• Google Code Jam Practice and : past contest problems for practice
• Sphere Online Judge (SPOJ)
• Art of Problem Solving
• Riddles.io AI Games : Compete with your bot and dominate the leaderboards!
• Codingame : Learn coding through games and challenges!
• Codewars : Rank up by completing code kata
• Codefights : Test your coding skills

计算机图书

• IT eBooks - Free Download - Big Library : website for downloading ebooks without any advertisement and instant downloads.
• github.com/vhf/free-programming-books : More than 500 free ebooks on almost any language you can think of
• Computer Science Books Online : about 150 computer free ebooks
• Best books for GATE CSE
• cses.fi/book.html
• Become a Programmer, Motherfucker (list of books) : Exhaustive list of books from Zed A. Shaw.

视频教程

• Tushar Roy : Algorithm and Data structure tutorial by an Indian Youtuber.
• Derek Banas : good quality tutorials
• thenewboston : good but with too much talk as compared to actual content
• mycodeschool : Data structures and algorithms tutorials
• CodingMadeEasy : C&＃43;&＃43; tutorials
• XDA-University - Helping You Learn Android Development
• DevTips : web dev tutorials
• codedamn : front end web dev tutorials
• Design and Analysis of Algorithms
• Vim Tutorial Videos - Flarfnoogins : good video tutorial for learning vim
• CS1: Higher Computing - Richard Buckland UNSW : a very good introductory CS course
• Kathryn Hodge : Has good videos for beginners

在线编译

• CodePad : Code editor to try, test and run 25&＃43; languages
• JSFiddle : Test your Javascript, CSS, HTML or CoffeeScript with online code editor
• Ideone.com : online compiler and debugging tool for more than 60 programming languages
• Pastebin.com
• Godbolt.org: Excellent tool for exploring the assembly output of different compilers with and without optimization.

推荐博客

• Coding Horror : one the best coding blog
• WildMl : A blog for machine learning.
• Armin Ronacher&＃39;s Thoughts and Writings : blog on Python and open source
• Eli Bendersky : everything from Python to LLVM
• Joel on Software
• Stephen Haunts { Coding in the Trenches }
• Programming in the 21st Century
• Clean Coder Blog : blog of author of book "Clean Code"
• Programming Blog : programming blog of Yegor Bugayenko
• CodeAhoy : Blog on software and human factors. 100% Tested on Humans.
• stevehanov.ca
• Geek Land
• Late Developer
• IT Enthusiast
• blog.might.net
• CSE Blog - quant, math, computer science puzzles
• Small Programming Challenges and Puzzles
• My Tech Interviews
• HackerEarth Blog
• Algo-Geeks
• CoderGears Blog Insights from : the CoderGears Team
• Runhe Tian Coding Practice
• Paul Graham Essays
• Dan Dreams of Coding
• Antonio081014&＃39;s Algorithms Codes
• Math ∩ Programming
• Takipi Blog : mainly focuses on Java and JVM languages
• Coding Geek - A blog about IT, programming and Java
• Daedtech.com : Stories about software
• Archives — Ask a Manager : HR related stuff

英语学习

• Quia - English
• Punctuation and Capitalization Rules
• Guide to Grammar and Writing : for those who want to improve their english language skills
• Purdue University Online Writing Lab (OWL)
• Englishclub.com/learn-english

扩大视野

• r/ProgrammerHumor : Subreddit dedicated to exactly what it sounds like
• Vsauce : The best youtube channel
• TED : Great talks about technology, entertainment, and design
• CrashCourse : small courses on various subjects
• National Geographic : High volume of high quality content from all over the world
• Barcroft TV : Daily short documentaries about the incredible variety of people that make up the world
• ColdFusion : Past, present, and future of technology
• SmarterEveryDay : Lots of amazing scientific information about the world around us, usually captured with a high-speed camera
• SciShow : Answers to interesting questions that you&＃39;ve always wondered about
• Big Think : Expert driven, actionable, educational content, featuring experts ranging from Bill Clinton to Bill Nye
• Every Frame a Painting : High quality analysis of films and filmmaking
• TestTube News : Interesting information about news from around the world
• Reddit the front page of the internet : Where free time goes to die

人工智能(AI)资料大全

在线教程

• 麻省理工学院人工智能视频教程 – 麻省理工人工智能课程
• 人工智能入门 – 人工智能基础学习。Peter Norvig举办的课程
• EdX 人工智能 – 此课程讲授人工智能计算机系统设计的基本概念和技术。
• 人工智能中的计划 – 计划是人工智能系统的基础部分之一。在这个课程中&＃xff0c;你将会学习到让机器人执行一系列动作所需要的基本算法。
• 机器人人工智能 – 这个课程将会教授你实现人工智能的基本方法&＃xff0c;包括&＃xff1a;概率推算&＃xff0c;计划和搜索&＃xff0c;本地化&＃xff0c;跟踪和控制&＃xff0c;全部都是围绕有关机器人设计。
• 机器学习 – 有指导和无指导情况下的基本机器学习算法
• 机器学习中的神经网络 – 智能神经网络上的算法和实践经验
• 斯坦福统计学习 -Introductory course on machine learning focusing on: linear and polynomial regression, logistic regression and linear discriminant analysis; cross-validation and the bootstrap, model selection and regularization methods (ridge and lasso); nonlinear models, splines and generalized additive models; tree-based methods, random forests and boosting; support-vector machines.

人工智能书籍

• 人工智能:一种现代的方法 Stuart Russell & Peter Norvig
• The Cambridge Handbook of Artificial Intelligence – 适合非专业人士阅读&＃xff0c;本书覆盖了基本原则&＃xff0c;主要理论和主要研究领域&＃xff0c;还有相关主题&＃xff0c;比如人造生命。
• The Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind – 在这部让人脑洞大开的图书中&＃xff0c;科技先锋继续了他极具创造力的研究&＃xff0c;给我们呈现了一个全新的不可思议的人类大脑运转模式。
• Artificial Intelligence: A New Synthesis – 从粒子反应入手&＃xff0c;Nilsson逐渐向我们展示了人工智能中最重要和最新的概念。

编程

• Prolog Programming for Artificial Intelligence – 这本针对Prolog和人工智能的畅销书主要讲述了使用Proglog语言编程解决有趣的人工智能问题的基本机制。
• AI Algorithms, Data Structures and Idioms in Prolog, Lisp and Java – PDF here

人工智能原理

• Superintelligence – 书中问&＃xff1a;如果机器在智能上超越人类会怎样。非常好的一本书。
• Our Final Invention: Artificial Intelligence and the End of the Human Era – Our Final Invention explores the perils of the heedless pursuit of advanced AI. Until now, human intelligence has had no rival. Can we coexist with beings whose intelligence dwarfs our own? And will they allow us to?
• How to Create a Mind: The Secret of Human Thought Revealed – Ray Kurzweil——谷歌公司的技术主管——向我们展示了如何用反向工程来了解大脑是如何工作的&＃xff0c;然后运用这些知识来创造人工智能机器。

免费读物

• Foundations of computational agents – 这部书由剑桥大学出版社于2010年出版。
• The Quest for Artificial Intelligence – 这本书回顾了人工智能的历史&＃xff0c;从早期的18世纪先人的梦想&＃xff0c;到如今众多成功的人工智能技术。

程序代码

• AIMA Lisp Source Code – “Artificial Intelligence A Modern Approach”一书中的Common Lisp源代码。

视频/演讲

• The Unreasonable Effectiveness of Deep Learning – Dr. Yann LeCun——负责Facebook人工智能研究的主管——他给我们深入讲解了人工智能神经网络和他们对机器学习的应用。

机器学习

• Deep Learning. Methods and Applications 来自微软研究室的免费读物。
• Neural Networks and Deep Learning – Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you the core concepts behind neural networks and deep learning
• Machine Learning: A Probabilistic Perspective – 这本小书对机器学习给出了详尽的介绍
• Deep Learning – Yoshua Bengio, Ian Goodfellow and Aaron Courville put together this currently free (and draft version) book on deep learning. The book is kept up-to-date and covers a wide range of topics in depth (up to and including sequence-to-sequence learning).

其它

• Open Congition Project – 我们正在努力开发一款具有思考能力的机器。

机器学习工程师必修课&＃xff08;6门课程&＃xff09;

• 课程 1&＃xff1a;Algorithmic Toolbox&＃xff08;共35小时&＃xff09;
• 课程 2&＃xff1a;Data Structures&＃xff08;共35小时&＃xff09;
• 课程 3&＃xff1a;Algorithms on Graphs&＃xff08;共20小时&＃xff09;
• 课程 4&＃xff1a;Algorithms on Strings&＃xff08;共23小时&＃xff09;
• 课程 5&＃xff1a;Advanced Algorithms and Complexity&＃xff08;共43小时&＃xff09;
• 课程 6&＃xff1a;Genome Assembly Programming Challenge&＃xff08;共19小时&＃xff09;

初级机器学习工程师&＃xff08;6门课程&＃xff09;

• 课程 1 &＃xff1a;Machine Learning&＃xff08;共45小时&＃xff09;
• 课程 2 &＃xff1a;Introduction to Data Science in Python&＃xff08;共21小时&＃xff09;
• 课程 3 &＃xff1a;Applied Plotting, Charting & Data Representation in Python&＃xff08;共15小时&＃xff09;
• 课程 4 &＃xff1a;Applied Machine Learning in Python&＃xff08;共22小时&＃xff09;
• 课程 5 &＃xff1a;Applied Text Mining in Python&＃xff08;共16小时&＃xff09;
• 课程 6 &＃xff1a;Applied Social Network Analysis in Python&＃xff08;共17小时&＃xff09;

中级机器学习工程师&＃xff08;4门课程&＃xff09;

• 课程 1 &＃xff1a;Machine Learning Foundations: A Case Study Approach&＃xff08;共21小时&＃xff09;
• 课程 2 &＃xff1a;Machine Learning: Regression&＃xff08;共26小时&＃xff09;
• 课程 3 &＃xff1a;Machine Learning: Classification&＃xff08;共23小时&＃xff09;
• 课程 4 &＃xff1a;Machine Learning: Clustering & Retrieval&＃xff08;共21小时&＃xff09;

高级机器学习工程师&＃xff08;3门课程&＃xff09;

• 课程 1 &＃xff1a;Neural Networks and Deep Learning&＃xff08;共5小时&＃xff09;
• 课程 2 &＃xff1a;Improving Deep Neural Networks&＃xff08;共5小时&＃xff09;
• 课程 3 &＃xff1a;Structuring Machine Learning Projects&＃xff08;共5小时&＃xff09;

机器学习工程师方向选择&＃xff08;12门课程&＃xff09;

• 课程 1 &＃xff1a;Google Cloud Platform Big Data and Machine Learning Fundamentals&＃xff08;共8小时&＃xff09;
• 课程 2 &＃xff1a;Leveraging Unstructured Data with Cloud Dataproc on Google Cloud Platform&＃xff08;共5小时&＃xff09;
• 课程 3 &＃xff1a;Serverless Data Analysis with Google BigQuery and Cloud Dataflow&＃xff08;共6小时&＃xff09;
• 课程 4 &＃xff1a;Serverless Machine Learning with Tensorflow on Google Cloud Platform&＃xff08;共8小时&＃xff09;
• 课程 5 &＃xff1a;Building Resilient Streaming Systems on Google Cloud Platform&＃xff08;共5小时&＃xff09;
• 课程 6 &＃xff1a;Introduction to Recommender Systems: Non-Personalized and Content-Based&＃xff08;共14小时&＃xff09;
• 课程 7 &＃xff1a;Nearest Neighbor Collaborative Filtering&＃xff08;共11小时&＃xff09;
• 课程 8 &＃xff1a;Recommender Systems: Evaluation and Metrics&＃xff08;共8小时&＃xff09;
• 课程 9 &＃xff1a;Matrix Factorization and Advanced Techniques&＃xff08;共7小时&＃xff09;
• 课程 10 &＃xff1a;Probabilistic Graphical Models 1: Representation&＃xff08;共27小时&＃xff09;
• 课程 11 &＃xff1a;Probabilistic Graphical Models 2: Inference&＃xff08;共22小时&＃xff09;
• 课程 12 &＃xff1a;Probabilistic Graphical Models 3: Learning&＃xff08;共22小时&＃xff09;