人工智慧（artificial intelligence, AI）應該會是這幾年的網路產業的新寵兒，隨著愈來愈多「機器人」被開發出來，我猜想距離人工智慧的奇點爆發也愈來愈近，或許這兩三年之內就會有一個足以被普羅大眾應用的人工智慧應用。
以下整理了一些國外關於人工智慧與機械學習（machine learning, ML）的觀點、新聞、教學與影片等資料，如果對於人工智慧有興趣的朋友不妨參考。當然，因為台灣現在還沒有開始大量研究這樣的題目，所以可以到的資源其實相當有限，我會試著把我看過覺得適合的文章漸漸翻譯出來，但就要給我一點時間了...
入門
那個... 因為入門之後的部分非常長，如果你只是想知道人工智慧和機械學習大概是在幹嘛，那麼看這五篇大概就夠了。（我大概也只會把這五篇翻成中文 XD）
- A 6 minute Intro to AI（6 分鐘了解人工智慧）
https://snips.ai/content/intro-to-ai/ - A Visual Introduction to Machine Learning（圖解機械學習，這篇有中文！）
https://www.r2d3.us/visual-intro-to-machine-learning-part-1/ - Machine Learning for Dummies（給新手的機械學習）
https://chatbotslife.com/machine-learning-for-dummies-part-1-dbaca076ec07#.9o7m2qn2i - Machine Learning is Fun!
https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471#.kunybmamv - The Ultimate Beginner’s Guide to Deep Learning in Python（給新手的深度學習：以 Python 為例）
https://elitedatascience.com/keras-tutorial-deep-learning-in-python
觀點
- Our Fear of Artificial Intelligence（我們對人工智慧的擔憂）
https://www.technologyreview.com/s/534871/our-fear-of-artificial-intelligence/ - AI Winter Isn’t Coming（人工智慧的寒冬還不會到來）
https://www.technologyreview.com/s/603062/ai-winter-isnt-coming/ - The AI Revolution: The Road to Superintelligence（人工智慧的進化：往超智慧之路）
https://waitbutwhy.com/2015/01/artificial-intelligence-revolution-1.html - The AI Revolution: Our Immortality or Extinction（人工智慧的進化：我們將永生還是滅絕？）
https://waitbutwhy.com/2015/01/artificial-intelligence-revolution-2.html - How We’re Predicting AI—or Failing To
https://intelligence.org/files/PredictingAI.pdf - This is Probably a Good Time to Say That I Don’t Believe Robots Will Eat All the Jobs …
https://blog.pmarca.com/2014/06/13/this-is-probably-a-good-time-to-say-that-i-dont-believe-robots-will-eat-all-the-jobs/ - 6 areas of AI and machine learning to watch closely（6 個值得關注的人工智慧與機械學習領域）
https://medium.com/@NathanBenaich/6-areas-of-artificial-intelligence-to-watch-closely-673d590aa8aa#.y9q8pgbfz - Recognizing Traffic Lights With Deep Learning（用深度學習看懂交通號誌）
https://medium.freecodecamp.com/recognizing-traffic-lights-with-deep-learning-23dae23287cc#.m2j8e9zbm - Deep Learning is Revolutionary（下一場革命：深度學習）
https://medium.com/transmission-newsletter/deep-learning-is-revolutionary-d0f3667bafa0#.se58bfkal - The Many Tribes of Artificial Intelligence（太多人在研究人工智能了）
https://medium.com/intuitionmachine/the-many-tribes-problem-of-artificial-intelligence-ai-1300faba5b60#.6xun82ic4 - Understanding How Machines Learn, Through Prototyping（透過產品原形理解機械如何自我學習）
https://medium.com/bigtomorrow/understanding-how-machines-learn-through-prototyping-9bdaa3ce7baa#.gwuqj67q9 - Why go long on artificial intelligence?
https://medium.com/@NathanBenaich/why-go-long-on-artificial-intelligence-67bb7d0d6ff4#.1gyoysbak - Artificial Intelligence At Work: The Future Of Workplace
https://medium.com/the-mission/artificial-intelligence-at-work-the-future-of-workplace-ae0b3a4b1dda#.d2v4922og - An exclusive inside look at how artificial intelligence and machine learning work at Apple
https://backchannel.com/an-exclusive-look-at-how-ai-and-machine-learning-work-at-apple-8dbfb131932b#.ekdykpvd3 - Here’s what Consumers Expect in the Age of AI（人工智慧：消費者期待的是什麼？）
https://blog.semantics3.com/consumer-expectations-in-the-age-of-ai-245e90eab4bc#.qvlztyqwc - The Great A.I. Awakening
https://www.nytimes.com/2016/12/14/magazine/the-great-ai-awakening.html - 7 AI trends to watch in 2017（2017 年值得關注的 7 個 AI 潮流）
https://www.oreilly.com/ideas/7-ai-trends-to-watch-in-2017 - The ethics of artificial intelligence
https://www.oreilly.com/ideas/the-ethics-of-artificial-intelligence - How Long Before AI Systems Are Hacked in Creative New Ways?
https://www.technologyreview.com/s/603116/how-long-before-ai-systems-are-hacked-in-creative-new-ways/ - The nature of intelligence
https://hackernoon.com/the-nature-of-intelligence-72ba91139e30#.fw1roqsy0 - The Non-Technical Guide to Machine Learning & Artificial Intelligence（機械學習與人工智慧：給沒有資訊背景的讀者）
https://machinelearnings.co/a-humans-guide-to-machine-learning-e179f43b67a0#.m0ggsj1a1 - This Week in Machine Learning
https://medium.com/udacity/this-week-in-machine-learning-13-january-2017-deep-learning-edition-23ef23502aaa#.taspbf3fi - Bring Magic To Your Mobile App With Deep Learning
https://medium.com/@avihay/bring-magic-to-your-mobile-app-with-deep-learning-184d9062d7fc#.io4nhfroa - The AI Takeover Is Coming. Let’s Embrace It.
https://backchannel.com/the-ai-takeover-is-coming-lets-embrace-it-d764d61f83a#.inubfqet8 - Machine Learning Is No Longer Just for Experts.
https://hbr.org/2016/10/machine-learning-is-no-longer-just-for-experts - The Alien Style of Deep Learning Generative Design
https://medium.com/intuitionmachine/the-alien-look-of-deep-learning-generative-design-5c5f871f7d10#.swfde2ig1 - Learning AI if You Suck at Math（數學很爛，但是一樣可以學 AI）
https://hackernoon.com/learning-ai-if-you-suck-at-math-8bdfb4b79037#.l03tkqa3p - GANs will change the world
https://medium.com/@Moscow25/gans-will-change-the-world-7ed6ae8515ca#.91vx5kc4q - Democratizing Machine Learning, Looking at Bots, and Rethinking the Web
https://iot-for-all.com/last-week-in-the-future-v3-0-83ebf6f459ec#.smf160oek - Artificial Intelligence + Human Intelligence = Our Future
https://hackernoon.com/artificial-intelligence-human-intelligence-our-future-e1d8cbda8543 - Intelligent products should give you superpowers
https://hackernoon.com/intelligent-products-should-give-you-superpowers-eb546df73b10#.itxs6ctqc - Deep Learning Is Going to Teach Us All the Lesson of Our Lives: Jobs Are for Machines
https://medium.com/basic-income/deep-learning-is-going-to-teach-us-all-the-lesson-of-our-lives-jobs-are-for-machines-7c6442e37a49#.vyog2w4xq - 2016: The Year That Deep Learning Took Over the Internet
https://www.wired.com/2016/12/2016-year-deep-learning-took-internet/
書籍
- Your First Machine Learning Project in Python Step-By-Step
https://machinelearningmastery.com/machine-learning-in-python-step-by-step/ - Real-World Machine Learning
https://www.manning.com/books/real-world-machine-learning - The Quest For Artificial Intelligence
https://ai.stanford.edu/~nilsson/QAI/qai.pdf - Machine Learning in a Year
https://medium.com/learning-new-stuff/machine-learning-in-a-year-cdb0b0ebd29c#.7gmxn5qxz - Machine Learning with Spark
https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-spark - Machine Learning with R
https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-r - How to Create a Mind
https://a.co/7tFIVuv - Superintelligence: Paths, Dangers, Strategies
https://a.co/9NLj6VF - The Master Algorithm
https://a.co/8XZvifJ - Python Machine Learning
https://a.co/8GYH0lB - Make Your Own Neural Network
https://a.co/88zDlJP - Deep Learning (Adaptive Computation and Machine Learning series)
https://a.co/ioLx86e - Fundamentals of Machine Learning for Predictive Data Analytics
https://a.co/1mCVFeb - Machine Learning: The Art and Science of Algorithms that Make Sense of Data
https://a.co/eoXiNCP - On Intelligence
https://a.co/hzTf9qz - R Programming for Data Science
https://leanpub.com/rprogramming - Practical Artificial Intelligence Programming With Java
https://leanpub.com/javaai - A Deep Learning Tutorial: From Perceptrons to Deep Networks
https://www.toptal.com/machine-learning/an-introduction-to-deep-learning-from-perceptrons-to-deep-networks - Deep Learning: An MIT Press Book
https://www.deeplearningbook.org/ - Natural Language Processing with Python
https://www.nltk.org/book/ - Neural Networks and Deep Learning
https://neuralnetworksanddeeplearning.com/ - A First Encounter with Machine Learning
https://www.ics.uci.edu/~welling/teaching/273ASpring10/IntroMLBook.pdf - Learning From Data
https://a.co/bDc10Eh - A Course in Machine Learning
https://ciml.info/
教學
- Deep Learning, NLP, and Representations
https://colah.github.io/posts/2014-07-NLP-RNNs-Representations/ - Learning Reinforcement Learning
https://www.wildml.com/2016/10/learning-reinforcement-learning/ - Deep Learning Glossary
https://www.wildml.com/deep-learning-glossary/ - Implementing a Neural Network from Scratch in Python
https://www.wildml.com/2015/09/implementing-a-neural-network-from-scratch/ - A Full Hardware Guide to Deep Learning
https://timdettmers.com/2015/03/09/deep-learning-hardware-guide/ - Infrastructure for Deep Learning
https://openai.com/blog/infrastructure-for-deep-learning/ - Deep Learning Cheat Sheet
https://hackernoon.com/deep-learning-cheat-sheet-25421411e460#.161lkp72u - Learn TensorFlow and deep learning, without a Ph.D.
https://cloud.google.com/blog/big-data/2017/01/learn-tensorflow-and-deep-learning-without-a-phd - Hacker's guide to Neural Networks
https://karpathy.github.io/neuralnets/ - Recurrent Neural Networks for Beginners
https://medium.com/@camrongodbout/recurrent-neural-networks-for-beginners-7aca4e933b82#.c1wwefnoa - The Anatomy of Deep Learning Frameworks
https://medium.com/@gokul_uf/the-anatomy-of-deep-learning-frameworks-46e2a7af5e47#.oibpt8ny7 - TensorFlow in a Nutshell
https://medium.com/@camrongodbout/tensorflow-in-a-nutshell-part-one-basics-3f4403709c9d#.yzmvysxmi - The Definitive Guide to Natural Language Processing
https://blog.monkeylearn.com/the-definitive-guide-to-natural-language-processing/ - A Gentle Guide to Machine Learning
https://blog.monkeylearn.com/a-gentle-guide-to-machine-learning/ - Machine Learning in Python Course
https://www.springboard.com/learning-paths/machine-learning-python/
新聞
- AI Weekly
https://aiweekly.co/ - The Wild Week in AI
https://www.getrevue.co/profile/wildml - Emergent // Future
https://blog.algorithmia.com/category/emergent-future/ - ML Weekly
https://mlweekly.com - Data Science Weekly Newsletter
https://www.datascienceweekly.org/ - Deep Hunt
https://www.getrevue.co/profile/hindupuravinash - O’Reilly Artificial Intelligence Newsletter
https://www.oreilly.com/ai/newsletter.html - Deep Learning Weekly
https://digest.deeplearningweekly.com/ - Machine Learnings
https://subscribe.machinelearnings.co/
Podcasts（這個應該比較少人在用...）
- Linear Digressions
https://lineardigressions.com/ - This Week in Machine Learning and AI
https://twimlai.com/ - Data Stories
https://datastori.es/ - Talking Machines
https://www.thetalkingmachines.com/ - Data Skeptic
https://dataskeptic.com/podcast
影片
- Stanford Machine Learning
https://www.youtube.com/view_play_list?p=A89DCFA6ADACE599 - Machine Learning Coursera
https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A4rycgrgOYma6zxF4BZGGPW - MIT 6.S094: Introduction to Deep Learning and Self-Driving Cars
https://www.youtube.com/watch?v=1L0TKZQcUtA - Intro to Machine Learning
https://www.youtube.com/playlist?list=PLAwxTw4SYaPkQXg8TkVdIvYv4HfLG7SiH - Machine Learning Recipes
https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal - Better Medicine Through Machine Learning
https://www.youtube.com/watch?v=Nj2YSLPn6OY - The Deep End of Deep Learning
https://www.youtube.com/watch?v=dz_jeuWx3j0 - The art of neural networks
https://www.youtube.com/watch?v=0qVOUD76JOg - What happens when our computers get smarter than we are?
https://www.youtube.com/watch?v=MnT1xgZgkpk - The wonderful and terrifying implications of computers that can learn
https://www.youtube.com/watch?v=t4kyRyKyOpo - Machine Learning with Python
https://www.youtube.com/playlist?list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v - Machine learning & art - Google I/O 2016
https://www.youtube.com/watch?v=egk683bKJYU
