Ankit Gupta

speaker
237 appearances 1 recordings 1 series first heard Jul 2026 last heard 17 Jul

Ankit Gupta’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 1 in all, peaking in Jul 2026 with 1.

Appearances

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In a sense, the chess in AlphaGo state space is already more than the number of atoms in the universe or something to that effect.
But just to emphasize that here, you are considering surroundings
vehicle state.
Yep.
Uh, like, you know, camera, like weather, weather.
I guess the point is like road conditions.
Correct.
So like the key thing there is that, yeah, despite this state space being effectively infinite.
We've actually gotten really good at compressing this.
Yeah.
And we'll talk more about some of the tricks for how we actually do this in practice here.
But the TLDR is, you know, where there's like 10 years of deep learning work that basically makes us extremely good at compressing that very fast.
Exactly right.
Exactly right.
Now let's talk about the action space.
One way to look at the action space is that...
It seems relatively small.
It seems like, well, you know, you turn the steering wheel left to right, you hit the brake, you hit the gas.
It doesn't seem that big, but how big is it actually?
How do we actually represent these action spaces when it comes to a realistic self-driving car scenario?
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