The Evolution of AI: Traditional AI vs. Generative AI

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The Evolution of AI: Traditional AI vs. Generative AI

Рет қаралды 44,367

Күн бұрын

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AI powered tools have been used for decades, but the recent breakthroughs in generative ai have pushed the topic front and center, but what's really different about new generative ai models like large language models (LLM) compared to the traditional AI. In this video Shad Griffin explains the fundamental difference in their architectures that have made Generative AI possible.
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Пікірлер: 49

@RobertvMill Ай бұрын

AMAZING presentation. thank you

@SCHOOLERstyle 24 күн бұрын

Generative AI is just another tech scam like NFTs, Dogecoin, etc. My 3D art videos on my channel are better than anything AI can "generate" 😆🤣😎

@christopherpetersen342 Ай бұрын

sort of an odd description that didn't mention symbolic logic, rule-based systems, optimization problems, etc. historically. the feedback loop is about machine learning in the context of self-improving systems and doesn't necessarily imply artificial intelligence at all. and, it's not about holding lots of data lately, it's about unsupervised (usually) learning over massive data sets that aren't exactly stored in the model or the application layers you drew. no mention of transformers or foundational models?

@BillAnt Ай бұрын

Well, the aim of this video is to provide a general understanding of LLM's, not the nitty-gritty of tokenization, etc. There are many other videos out there which explain the details as you've described. You can watch Andrej Karpathy's amazing videos.

@yogeshbharadwaj6200 Ай бұрын

Very nice explanation...made it easy to understand..Tks a lot...

@SCHOOLERstyle 24 күн бұрын

Generative AI is just another tech scam like NFTs, Dogecoin, etc. My 3D art videos on my channel are better than anything AI can "generate" 😆🤣😎

@simondian6380 Ай бұрын

As always well explained.

@danzinde Ай бұрын

Although a simplistic explanation, this video missed the point it wanted to convey. Traditional AI is not only about data and analytics. You can talk about rule- based NLP kind of systems used in expert systems modeling and knowledge representation. And add Machine learning to process massive data and come up with predictions that AI could use as recommendations or taking appropriate actions. GenAI can still work on internally trained data. In fact, the idea is to train LLM on customized datasets to build business specific systems. The concept of the foundation model should have been mentioned here to link traditional AI on how foundation models are built using established machine learning techniques like deep neural networks.

@amoldhamale3202 Ай бұрын

So can we call LLMs as foundation models? Also, isn't training LLM on customized datasets the same as traditional AI with models trained with customized datasets for special purpose applications? Can we even categorize them as "LLM" in that case?

@AatishN-j9u 16 күн бұрын

Beautifully explained. Though it took into consideration a simpler use case of AI, it certainly break it down very well.

@amritbro Ай бұрын

Generative AI have loads and loads of data which is the prime reason for it for being so much powerful than that of traditional AI.

@BillAnt Ай бұрын

Yep, all those "captcha" pictures Google makes us solve at many logins, are all training data for LLM's. At this point, humans have becomes slaves to the machines. Hello 1984!! ;D

@drS1lv3r Ай бұрын

Great video! Thank you!

@frankgreco Ай бұрын

This is a misleading title. It should be "Traditional Business Analytics vs Generative AI". It subtly puts Predictive AI in the camp of "traditional", as in old or dated, which is hardly the case. The economics of Predictive AI far outweigh Generative AI currently (see Andrew NG). Certainly, GenAI has a bigger growth curve, but PredAI is still the right tool for many use cases. If you want to talk about traditional AI, you should talk about the 80s boom/bust of Prolog, Symbolics, LISP, expert systems, et al.

@TheC0mmentSection Ай бұрын

Traditional is a fuzzy term, especially when referring to something as fast moving as technology. I think the content creator got it right by comparing a still modern yet more standard approach to delta of generative to be able to understand the specific differences. If you compare that far back you get such a difference that the viewer may glaze over the nuanced differences, which I believe was the point of the video.

@rcstscc Ай бұрын

Can we evaluate generative AI as "AI as a service" in this framework?

@Stan_144 22 күн бұрын

How do you do the drawing ? Is it from behind glass or some other nice trick ?

@damodarkammili9494 17 күн бұрын

You literally nailed it

@MrDrivingFaster Ай бұрын

In comparison to Predictive AI, Generative AI appears more impressive because of the LLM and the broader data set, that optimise the feedback loop. In other words, Gen AI predicts a better answer and formulates it in a construct that is more to what a human would expect.

@JohnTheBaptist2022 Ай бұрын

Russia is using generative AI in its war drones it’s insane

@michaelpaczynski941 Ай бұрын

Thank you, but I’m not convinced. The fundamental architecture from their early days of the Turing machine still apply. The difference is where the repository is and the sophistication of the mathematics.

@subusrable Ай бұрын

Excellent explanation

@maikvanrossum Ай бұрын

So basically ML models vs. LLM…? Because ‘traditional’ makes it sound like ‘classic’ or ‘vintage’ vs. ‘modern(ized)’ and ‘only new’. There are scenarios and use cases where the LLM runs inside or on-prem, or the dataset is scoped and therefore reduced. So yes, I can see the differences between the two architectures shown here, but this comparison I think is confusing.

@frankgreco Ай бұрын

Yep. It's not a good comparison.

@paolo.miscia Ай бұрын

I found this very useful. Might be a bit... simplistic, but it really helps differentiating the two.

@sajikannath1783 18 күн бұрын

well explained sir

@Maverickuk Ай бұрын

well explained - thank you

@markfitz8315 Ай бұрын

Thanks. 👍

@mattyrjackson4261 Ай бұрын

such a well-explained video, even for a layman like me!

@rdhanur7707 17 күн бұрын

Great Video. Could you please share some Oil & Gas Subsurface project that using Traditional AI and another project using Generative AI?

@dhanalakshmir9224 Ай бұрын

Thank you

@Jagentic Ай бұрын

A naïve question: with advances in quantum - and the specific q’s they’ve been able to demo astounding results - how far are we from perhaps an AI training run that could be formulated in such a way as to use quantum’s enormous efficiency and capacity - even if only for a specifically structured single-ish shot? Still a longshot?

@kharesiddharth2526 Ай бұрын

Difference is the gen ai generates something like an image or poetry vs ML /ai is more for classification and labeling . And yes gen ai is usually using large language models / nural network

@BillAnt Ай бұрын

If you think about it, even early videos games like Pong and Pac-Man has a primitive "AI" since it had to know or predict your moves when playing against the machine. A better example is computer chess games with complicated strategies.

@JohnTheBaptist2022 Ай бұрын

I don’t think that’s AI, because those were if else models. In AI or ML you have to train the model to predict the next move etc

@FerPerez-mc3wr Ай бұрын

How do you decide on the final cut for a video like this?

@IcyAmphibian Ай бұрын

JASMY, built on IBM’s Hyperledger Fabric, combines generative AI, blockchain, IoT edge-network, and decentralized GPU services for AI computation. Imagine all of that Earth data in a secured and distributed IPFS, with NFT technology tying the data locker IPFS address to the user in an anonymous and private manner.