“Read enough to develop your intuitions, then trust your intuitions.” Geoffrey Hinton is known by many to be the godfather of deep learning. Aside from his seminal 1986 paper on backpropagation, Hinton has invented several...
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One selling point of MOOCs (massive online open courses) has been that students can access courses from the world’s most famous universities. The assumption—especially in the marketing messages from major providers like Coursera and edX—is...
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“The vast majority of the economic value created by the modern rise of AI today is through one technique called supervised learning, which just means learning input to output mappings.” Recent breakthroughs in Artificial...
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“If you want to get into [AI], make yourself useful. So make a contribution to an open-source project for example, or make an implementation of some standard algorithm that you couldn’t find the code of...
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“Anything a typical person can do with less than a second of thinking we can probably now, or soon, automate. Why is deep learning taking off now? What are the limitations of AI? Why...
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“Make sure you try things yourself. So not just reading things or watching videos but try things out with frameworks like TensorFlow, Chainer, Theano, Pytorch, and so forth.” Deep Reinforcement Learning is one of...
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“When I started studying deep learning, there weren’t many open-source resources. I think now in AI, and especially deep learning, there is a very good community and good deep learning frameworks to start with.”...
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“In academia, I feel like you have more freedom to work on long-term problems. At the same time, the research you do in industry is also very exciting because, in many cases, you can...
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“Don’t be afraid of the math. Just develop the intuitions and then the math becomes easier to understand once you get the hang of what’s going on at the intuitive level.” Along with Geoffrey...
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“It’s really important to not abstract away things. You need to have a full understanding of the whole stack.” Andrej Karpathy was first exposed to AI as a student in Geoffrey Hinton’s class at the...
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Millions of people should master deep learning, says a leading AI researcher and educator. Andrew Ng, one of the world’s best-known artificial-intelligence experts, is launching an online effort to create millions more AI experts across...
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