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Ramin Hasani

Published podcast speaker

Claims
15
Episodes
1
Shows
1
Named items
0

Claim ledger

What Ramin said.

15 transcript-backed records

01 / belief

Like you've seen like diffusion is also like a, I would say like this format of a prior that you put on a certain architecture, but it's still like you, there's debate between like diffusion and learning algorithms or diffusion is actually part of the architecture.

“Like you've seen like diffusion is also like a, I would say like this format of a prior that you put on a certain architecture, but it's still like you, there's debate between like diffusion and learning algorithms or diffusion is actually part of the architecture.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

02 / belief

We're talking about a model class that would actually sit on top of, let's say, hardware on a laptop, for example. And yeah, so I would say you need to have that, but I mean, if the default is just giving you that efficiency and that, Like it's ready to go, that's like the choice, that's something that I think Nvidia is trying to propose, like in enterprises, when they go and sell, like the NIM project, Nvidia NIM projects, when they go out there and sell these things, it makes a lot of sense, because you already have like a project, you already have a multimodal model that is loaded on top of your, let's say, the PC that you bought, you know, and...

“We're talking about a model class that would actually sit on top of, let's say, hardware on a laptop, for example. And yeah, so I would say you need to have that, but I mean, if the default is just giving you that efficiency and that, Like it's ready to go, that's like the choice, that's something that I think Nvidia is trying to propose, like in enterprises, when they go and sell, like the NIM project, Nvidia NIM projects, when they go out there and sell these things, it makes a lot of sense, because you already have like a project, you already have a multimodal model that is loaded on top of your, let's say, the PC that you bought, you know, and...”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

03 / observation

The problem is that not all the time, like if you have non-linear relationships in an equation, you cannot trivially create a one-to-one map between a vectorized computation and a tensorized computation.

“The problem is that not all the time, like if you have non-linear relationships in an equation, you cannot trivially create a one-to-one map between a vectorized computation and a tensorized computation.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

04 / belief

I'm actually like training some stuff, and I really don't want to get away from that kind of mentality, because I think everybody can actually be able to now build, and I think that the times couldn't be better the agents are pretty...

“I'm actually like training some stuff, and I really don't want to get away from that kind of mentality, because I think everybody can actually be able to now build, and I think that the times couldn't be better the agents are pretty...”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

05 / belief

Why? Because I believe... human brain over the... We also have to consider the amount of energy that went into design of humans as a whole of biological evolution.

“Why? Because I believe... human brain over the... We also have to consider the amount of energy that went into design of humans as a whole of biological evolution.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

06 / belief

I believe the format of intelligence that is going to be miniaturized, you know, like being like in a smallest amount of time, maximum amount of intelligence, like the human brain, we need to come up with these identifiers, like these confounding kind of algorithms, which is next token prediction is one of those.

“I believe the format of intelligence that is going to be miniaturized, you know, like being like in a smallest amount of time, maximum amount of intelligence, like the human brain, we need to come up with these identifiers, like these confounding kind of algorithms, which is next token prediction is one of those.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

07 / belief

I would say if you want to get into architectures that enable next generation of neural networks, sorry, next generation of intelligent systems in a way that they can become like human brain that actually performs, you know, like performs computation with 20 watts of power and it's already an AGI that does that between, that's like the massive Exploration that goes beyond architecture, it goes into memory research, it goes into learning algorithms kind of feature, it goes into data feature, you know, it goes into prior research, you know, like looking at it from a statistical learning perspective.

“I would say if you want to get into architectures that enable next generation of neural networks, sorry, next generation of intelligent systems in a way that they can become like human brain that actually performs, you know, like performs computation with 20 watts of power and it's already an AGI that does that between, that's like the massive Exploration that goes beyond architecture, it goes into memory research, it goes into learning algorithms kind of feature, it goes into data feature, you know, it goes into prior research, you know, like looking at it from a statistical learning perspective.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

08 / evaluation

systems at every scale. And we coined the word efficient in our mission, and we care about it so much, because I think we are, from a foundation model company's perspective, we are probably the most efficient foundation model company on the planet.

“systems at every scale. And we coined the word efficient in our mission, and we care about it so much, because I think we are, from a foundation model company's perspective, we are probably the most efficient foundation model company on the planet.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

09 / recommendation

You can do that on a CPU, like on even simple CPUs or simple GPUs, you know, because they don't have that much of, probably like one of these liquid neural networks would fit on, I don't know, 1 to 25 megabytes of like file size, basically, you can literally put them there, and then, a CPU would be enough, like a Raspberry Pi would be enough, like to perform computations.

“You can do that on a CPU, like on even simple CPUs or simple GPUs, you know, because they don't have that much of, probably like one of these liquid neural networks would fit on, I don't know, 1 to 25 megabytes of like file size, basically, you can literally put them there, and then, a CPU would be enough, like a Raspberry Pi would be enough, like to perform computations.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

10 / evaluation

as a whole, and this animal exhibits massive amount of kind of sensory reactive kind of behavior, like amazing levels of control with 300 cells in its nervous system. And that's what's fascinating for us because this is much smaller than any neural network that performs control at that time, like on, let's say like autonomous systems, and this worm, it can do better, dexterous movements and stuff like better than, the best robotic systems that we actually had in the world.

“as a whole, and this animal exhibits massive amount of kind of sensory reactive kind of behavior, like amazing levels of control with 300 cells in its nervous system. And that's what's fascinating for us because this is much smaller than any neural network that performs control at that time, like on, let's say like autonomous systems, and this worm, it can do better, dexterous movements and stuff like better than, the best robotic systems that we actually had in the world.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

11 / evaluation

ficient format of architecture. And it became the double-gated convolution that actually came out of this massive search space, like AFMD, you know, like this original kind of system that we designed.

“ficient format of architecture. And it became the double-gated convolution that actually came out of this massive search space, like AFMD, you know, like this original kind of system that we designed.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

12 / evaluation

You don't even need some of those hybrids. But hybrid is just boost that accuracy because as we see, as I said, the ON2, like basically the complexity, that computational complexity at a certain level, at a certain scale, it is needed for us to really get to those performances that you want to.

“You don't even need some of those hybrids. But hybrid is just boost that accuracy because as we see, as I said, the ON2, like basically the complexity, that computational complexity at a certain level, at a certain scale, it is needed for us to really get to those performances that you want to.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

13 / evaluation

I see that because the repository, the original repository from years ago is still like open source, you know, like people are still like building predictive kind of machine learning models on sequential data or physical data or sensor data that it makes sense because the systems are continuous time and it makes sense to have like a continuous.

“I see that because the repository, the original repository from years ago is still like open source, you know, like people are still like building predictive kind of machine learning models on sequential data or physical data or sensor data that it makes sense because the systems are continuous time and it makes sense to have like a continuous.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

14 / prediction

There are platforms that hopefully like as we go forward in the next few months, we are going to announce like some Platforms that would you can hook it just directly in your channel you don't need to do anything, you just say, Hey, you know what, go call this platform now for fine-tuning this thing, go call this platform, and this would give you a production-grade foundation model that you can deploy it now for yourself.

“There are platforms that hopefully like as we go forward in the next few months, we are going to announce like some Platforms that would you can hook it just directly in your channel you don't need to do anything, you just say, Hey, you know what, go call this platform now for fine-tuning this thing, go call this platform, and this would give you a production-grade foundation model that you can deploy it now for yourself.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution

15 / evaluation

it so much, because I think we are, from a foundation model company's perspective, we are probably the most efficient foundation model company on the planet.

“it so much, because I think we are, from a foundation model company's perspective, we are probably the most efficient foundation model company on the planet.”
Speaker
Ramin Hasani
Publisher
The Cognitive Revolution
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