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Andrej Karpathy

๐Ÿ‘ค Speaker
3419 total appearances

Appearances Over Time

Podcast Appearances

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

The cost is high, and you're not potentially seeing it if you're just a computer vision engineer, and I'm just trying to improve my network, and is it more useful or less useful?

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

How useful is it?

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

And the thing is, once you consider the full cost of a sensor, it actually is potentially a liability, and you need to be really sure that it's giving you extremely useful information.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

In this case, we looked at using it or not using it, and the delta was not massive, and so it's not useful.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

And these sensors, you know, they can change over time.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

For example, you can have one type of, say, radar.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

You can have other type of radar.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

They change over time.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

Now suddenly you need to worry about it.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

Now suddenly you have a column in your SQLite telling you, oh, what sensor type was it?

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

And they all have different distributions.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

And then they contribute noise and entropy into everything.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

And they bloat stuff.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

And also organizationally, it's been really fascinating to me that it can be very distracting.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

If all you want to get to work is vision, all the resources are on it, and you're building out a data engine, and you're actually making forward progress because that is the sensor with the most bandwidth, the most constraints in the world, and you're investing fully into that, and you can make that extremely good.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

You have only a finite amount of spend of focus across different facets of the system.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

Yeah, I think this debate is always slightly confusing to me because it seems like the actual debate should be about do you have the fleet or not?

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

That's the really important thing about whether you can achieve a really good functioning of an AI system at this scale.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

So data collection systems.

Lex Fridman Podcast
#333 โ€“ Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

Yeah, do you have a fleet or not is significantly more important whether you have LiDAR or not.