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Report
Brainstorm AI London 2024: The Importance Of Ai Chip Development
Fortune
Follow
4/15/2024
Presenter: Ami Badani, Chief Marketing Officer, Arm
Category
🤖
Tech
Transcript
Display full video transcript
00:00
(upbeat music)
00:02
- Hi there.
00:05
I think we're all here because we believe
00:08
that AI will have a profound impact,
00:10
probably the most profound impact
00:12
that will be in our lifetimes.
00:14
It'll be bigger than the internet,
00:16
bigger than the smartphone revolution,
00:19
bigger than decades of innovations prior,
00:22
like the invention of the light bulb.
00:24
But AI is only on its tipping point.
00:28
In fact, you've seen use cases today,
00:30
like sports, financial services, entertainment,
00:34
and we're only getting started.
00:37
If you think about how AI will become mainstream
00:40
over the next decade, you think about ChatGBT.
00:44
It's at 200 million users in just over a year.
00:49
That's the fastest growing application
00:51
that we have ever seen.
00:53
Secondly, you think about self-driving cars.
00:56
One in 10 cars by 2030 will be self-driving cars,
01:01
and that will all be because of artificial intelligence.
01:05
Third, 75% of office applications,
01:08
office productivity applications,
01:11
will incorporate some form of generative AI
01:14
in some way, shape, or form.
01:16
So as you can see, AI will become mainstream.
01:20
But we're on a collision course with reality,
01:23
and it's not sustainable.
01:26
There are two things that we need
01:27
to really advance artificial intelligence,
01:30
and that's compute and power.
01:33
Let's talk about compute.
01:35
AI models are more hungry, more data hungry,
01:39
than they've ever been before.
01:42
They're increasing in complexity,
01:44
they're increasing in size,
01:46
and they're increasing in scope.
01:48
And what that drives is the need for more compute chips.
01:52
In fact, if you recall, OpenAI had their latest Sora model.
01:57
That's their latest text to video model.
02:01
It takes 100,000 AI chips,
02:04
working at full compute capacity and full power consumption,
02:09
in order to train Sora.
02:11
That's a huge amount of compute chips.
02:15
And that's just one large language model of many.
02:19
Then you think about smaller language models
02:22
that are gonna grow in scale,
02:25
and be quantized and applied to things like smartphones,
02:29
your thermostat in your home, and other home appliances,
02:33
your PC laptops, your inference in the cloud.
02:38
And then you think about large language models,
02:41
small language models, and that's really driving
02:44
the demand for compute chips.
02:47
But it's not about driving the demand for compute chips,
02:50
it's really about power efficient compute chips.
02:54
And that's really gonna help us carry
02:56
the advancements of artificial intelligence.
02:59
Power efficiency is in ARM's DNA.
03:02
In fact, 99% of smartphones
03:06
use an ARM power efficient chip.
03:09
And it's the same design philosophy
03:12
that we're applying to the advancements
03:14
of artificial intelligence.
03:17
In fact, if you think about AI, it comes with a cost.
03:22
And that cost is unfortunately power.
03:27
In fact, large language models
03:29
have an insatiable demand for power.
03:32
So without the need to address power,
03:35
we won't have advancements in artificial intelligence.
03:39
And if you think about the future
03:42
of artificial intelligence,
03:44
it's all gonna be about power efficient chip designs.
03:48
Now, if you look at this graph,
03:50
what it really shows is data center power consumption.
03:54
Most AI training and large language models
03:58
are all done in the data center today.
04:00
And that's 2% of the global electricity consumption,
04:05
which is an enormous amount.
04:07
But if I talk, you know, I spoke about earlier
04:09
that AI will become mainstream.
04:12
And when AI becomes mainstream,
04:15
the biggest tax that we'll see is on our power grid.
04:19
And we won't be able to continue the advancements of AI
04:23
without addressing power.
04:25
In fact, by 2030, artificial intelligence
04:29
will have triple the load than what it looks like today.
04:34
To put this into perspective,
04:35
25% of the US power grid
04:39
will be because of artificial intelligence.
04:42
So we really need to address this power problem head on.
04:46
And if you look at chatGBT,
04:48
it requires 15 times more energy
04:52
than a traditional web search.
04:55
So that's a huge amount of energy.
04:57
And that's what Arm is really focused on,
04:59
is driving power efficient compute chips.
05:02
In fact, if you look at customers like Google,
05:05
Microsoft, Amazon, Oracle,
05:08
they are all designing power efficient chips
05:11
because they know they have to solve the power problem first
05:16
in order to solve and drive
05:18
the advancements of artificial intelligence.
05:21
So in order for companies to have a competitive advantage,
05:24
they really need to think about power efficiency
05:27
in solving the power problem
05:29
in order to advance artificial intelligence.
05:31
[END]
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