Nvidia CEO Jen-Hsun Huang on recent advances in deep learning:
… The system basically learns by itself using a lot of data and computation. If you keep showing it pictures of an orange, it eventually figures out what an orange is—or a Chihuahua versus a Labrador versus a small pony. Amazing things happened in 2015: Microsoft and Google beat the best human at image recognition for the first time. Baidu beat humans in recognizing two languages. Microsoft and the China University of Technology and Science taught a computer network how to take an IQ test, and it scored better than a college postgraduate. … […] AI has been plodding along for 50 years in research. And all of a sudden last year something happened. This new way of doing AI called deep learning is so tractable, so understandable — a tool you can apply so that you can create one single network to be trained to learn multiple languages and animals and things. And that you and I and some data scientists and engineers can train it. Last year AI went from research concept to engineering application. And all these engineers at Facebook and Google and others are taking this deep learning concept with all these frameworks, which is basically another word for tools, and turning these ideas into things of practical use. And now you’re seeing all these Internet companies announcing these practical uses. All of the industries are just exploding. Two years ago we were talking to 100 companies interested in using deep learning. This year we’re supporting 3,500. We’re talking about medical imaging, financial services, advertising, energy discovery, automotive applications. In two years’ time there has been 35X growth.