本部分资源内容主要是国外的一些AI学习与开发内容，包括AI组织，视频课程，博客，书籍，YouTube频道，Quora，Github，书籍推荐，会议，研究链接，教程等。
以下内容由公众号：AIRX社区（国内领先的AI、AR、VR技术学习与交流平台） 整理
首发平台：AIRX社区
组织机构
有一些著名的组织致力于推动AI研究与开发。
1、OpenAI
2、DeepMind
3、Google Research
https://research.googleblog.com/
4、AWS AI
https://aws.amazon.com/blogs/ai/
5、微软研究院
https://www.microsoft.com/en-...
6、Facebook AI研究
https://research.fb.com/categ...
7、百度研究
8、IntelAI
https://software.intel.com/en...
9、AI²
10、AI
https://www.partnershiponai.org/
视频课程
现在网上有大量的视频课程和教程，其中很多都是免费的，也有一些不错的付费选择，但在本文中，我只列举一些免费内容。
1、Coursera-机器学习
https://www.coursera.org/lear...
2、Coursera —机器学习的神经网络
https://www.coursera.org/lear...
3、Udacity —机器学习入门
https://classroom.udacity.com...
4、Udacity —机器学习
https://www.udacity.com/cours...
5、Udacity —深度学习
https://www.udacity.com/cours...
6、机器学习
https://www.youtube.com/playl...
7、面向程序员的实用深度学习
http://course.fast.ai/start.html
8、Stanford—用于视觉识别的卷积神经网络
https://www.youtube.com/watch...
9、Stanford—具有深度学习的自然语言处理
https://www.youtube.com/playl...
10、牛津大学深层自然语言处理课程
https://github.com/oxford-cs-...
11、Python实用机器学习教程
https://www.youtube.com/watch...
Youtube精选
下面提供了一些YouTube频道或用户的链接，这些频道或用户具有与AI或机器学习相关的常规内容。
1、sentdex (225K subscribers, 21M views)
https://www.youtube.com/user/...
2、Siraj Raval (140K subscribers, 5M views)
https://www.youtube.com/chann...
3、Two Minute Papers (60K subscribers, 3.3M views)
https://www.youtube.com/user/...
4、DeepLearning.TV (42K subscribers, 1.7M views)
https://www.youtube.com/chann...
5、Data School (37K subscribers, 1.8M views)
https://www.youtube.com/user/...
6、Machine Learning Recipes with Josh Gordon (324K views)
https://www.youtube.com/playl...
7、Artificial Intelligence — Topic (10K subscribers)
https://www.youtube.com/chann...
8、Allen Institute for Artificial Intelligence (AI2) (1.6K subscribers, 69K views)
https://www.youtube.com/chann...
9、Machine Learning at Berkeley (634 subscribers, 48K views)
https://www.youtube.com/chann...
10、Understanding Machine Learning — Shai Ben-David (973 subscribers, 43K views)
https://www.youtube.com/chann...
11、Machine Learning TV (455 subscribers, 11K views)
https://www.youtube.com/chann...
博客专栏
下面我主要列了些那些持续发布与人工智能相关主题的原创博客。
1、Andrej Karpathy
2、i am trask
3、Christopher Olah
4、Top Bots
5、WildML
6、Distill
7、Machine Learning Mastery
http://machinelearningmastery...
8、FastML
9、Adventures in NI
https://joanna-bryson.blogspo...
10、Sebastian Ruder
11、Unsupervised Methods
http://unsupervisedmethods.com/
12、Explosion
13、Tim Dettmers
14、When trees fall…
15、ML@B
Github
AI社区的好处之一是，大多数新项目都是开源的，可以在Github上使用。在Github上也有很多教育资源。
1、Machine Learning
https://github.com/search?o=d...
2、Deep Learning
https://github.com/search?q=t...
3、Tensorflow
https://github.com/search?q=t...
4、Neural Network
https://github.com/search?q=t...
5、NLP
https://github.com/search?utf...
书籍推荐
市面上有很多关于机器学习、深度学习和NLP的书籍。在这一节中，我将只关注那些你可以直接从网上获取或下载的免费书籍。
机器学习部分
1、Understanding Machine Learning From Theory to Algorithms
http://www.cs.huji.ac.il/~sha...
2、Machine Learning Yearning
3、A Course in Machine Learning
4、Machine Learning
https://www.intechopen.com/bo...
5、Neural Networks and Deep Learning
http://neuralnetworksanddeepl...
6、Deep Learning Book
http://www.deeplearningbook.org/
7、Reinforcement Learning: An Introduction
http://incompleteideas.net/su...
8、Reinforcement Learning
https://www.intechopen.com/bo...
NLP部分
1、Speech and Language Processing
https://web.stanford.edu/~jur...
2、Natural Language Processing with Python
3、An Introduction to Information Retrieval
https://nlp.stanford.edu/IR-b...
数学基础部分
1、Introduction to Statistical Thought
http://people.math.umass.edu/...
2、Introduction to Bayesian Statistics
https://www.stat.auckland.ac....
3、Introduction to Probability
https://www.dartmouth.edu/~ch...
4、Think Stats: Probability and Statistics for Python programmers
http://greenteapress.com/wp/t...
5、The Probability and Statistics Cookbook
6、Linear Algebra
http://joshua.smcvt.edu/linea...
7、Linear Algebra Done Wrong
http://www.math.brown.edu/~tr...
8、Linear Algebra, Theory And Applications
https://math.byu.edu/~klkuttl...
9、Mathematics for Computer Science
https://courses.csail.mit.edu...
10、Calculus
https://ocw.mit.edu/ans7870/r...
11、Calculus I for Computer Science and Statistics Students
http://www.math.lmu.de/~phili...
Quora
Quora已经成为人工智能和机器学习的重要资源。许多顶尖的研究人员在网站上回答问题。下面我列出了一些主要的人工智能相关主题：
1、Computer-Science
https://www.quora.com/topic/C...
2、Machine-Learning
https://www.quora.com/topic/M...
3、Artificial-Intelligence
https://www.quora.com/topic/A...
4、Deep-Learning
https://www.quora.com/topic/D...
5、Natural-Language-Processing
https://www.quora.com/topic/N...
6、Classification-machine-learning
https://www.quora.com/topic/C...
7、Artificial-General-Intelligence
https://www.quora.com/topic/A...
8、Convolutional-Neural-Networks-CNNs
https://www.quora.com/topic/C...
9、Computational-Linguistics
https://www.quora.com/topic/C...
10、Recurrent-Neural-Networks
https://www.quora.com/topic/R...
会议
不出所料，随着人工智能的普及，与人工智能相关的会议数量也在增加。
学术
1、NIPS
2、ICML
3、KDD
4、ICLR
5、ACL
6、EMNLP
7、CVPR
8、ICCF
专业
1、O’Reilly Artificial Intelligence Conference
https://conferences.oreilly.c...
2、Machine Learning Conference
3、AI Expo
4、AI Summit
5、AI Conference
https://aiconference.ticketle...
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