Facebook AI Director Yann LeCun on His Quest to Unleash Deep Learning and Make Machines Smarter

Date: April 17, 2015 Published by

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  • A lot of us involved in the resurgence of Deep Learning in the mid-2000s, including Geoff Hinton, Yoshua Bengio, and myself—the so-called “Deep Learning conspiracy”—as well as Andrew Ng, started with the idea of using unsupervised learning more than supervised learning.
  • Unsupervised Learning: The Learning That Machines Need Spectrum: How much more about machine learning in general remains to be discovered?
  • The type of learning that we use in actual Deep Learning systems is very restricted.
  • LeCun: Yes, it is a bit facetious, but it reflects something real: shallow learning systems have one or two layers, while deep learning systems typically have five to 20 layers.
  • Spectrum: What can a Deep Learning system do that other machine learning systems can’t do?

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