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AI is going to bring a new renaissance for humanity, a new form of enlightenment, if you want, because AI is going to amplify everybody's intelligenc… - Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning
" "AI is going to bring a new renaissance for humanity, a new form of enlightenment, if you want, because AI is going to amplify everybody's intelligence.
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About Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning
Yann André LeCun (originally spelled Le Cun; born 8 July 1960) is a French-American computer scientist working primarily in the fields of machine learning, computer vision, mobile robotics and computational neuroscience. He is the Silver Professor of the Courant Institute of Mathematical Sciences at New York University and Vice-President, Chief AI Scientist at Meta. LeCun received the 2018 Turing Award, together with Yoshua Bengio and Geoffrey Hinton, for their work on deep learning. The three are sometimes referred to as the "Godfathers of AI" and "Godfathers of Deep Learning.
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#258 – Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning
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Additional quotes by Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning
Every reasonable ML technique has some sort of mathematical guarantee. For example, neural nets have a finite VC dimension, hence they are consistent and have generalization bounds... every single bound is terrible and useless in practice. As long as your method minimizes some sort of objective function and has a finite capacity (or is properly regularized), you are on solid theoretical grounds.
[Can a commercial entity] produce Wikipedia? No. Wikipedia is crowdsourced because it works. So it's going to be the same for AI systems, they're going to have to be trained, or at least fine-tuned, with the help of everyone around the world. And people will only do this if they can contribute to a widely-available open platform.
I try to stay away from all methods that require sampling. I must have an allergy of some sort. That said, I am neither Bayesian nor anti-Bayesian... I think Bayesian methods are really cool conceptually in some cases... but I really don't have much faith in things like non-parametric Bayesian methods...
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