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Yoshua Bengio

๐Ÿ‘ค Speaker
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1179 total appearances
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Podcast Appearances

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

Even though there's AlphaGo, Google is not making money on this right now.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

But I think over the long term, this is really, really important for many reasons.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

So in other words, I would say reinforcement learning may be more generally agent learning because it doesn't have to be with rewards.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

It could be in all kinds of ways that an agent is learning about its environment.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

Well, GANs or other generative models, I believe, will be crucial ingredients in building agents that can understand the world.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

A lot of the successes in reinforcement learning in the past has been with policy gradient where you just learn a policy.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

You don't actually learn a model of the world.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

But there are lots of issues with that.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

And we don't know how to do model-based RL right now.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

But I think this is where we have to go.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

in order to build models that can generalize faster and better, like to new distributions that capture to some extent, at least the underlying causal mechanisms in the world.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

Last question.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

You know, when I was an adolescent, I was reading a lot and then I started reading science fiction.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

There you go.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

That's where I got hooked.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

And then, you know, I had one of the first personal computers and I got hooked in programming.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

And so it just, you know.

Lex Fridman Podcast
Yoshua Bengio: Deep Learning

Start with fiction and then make it a reality.

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