“To put these LLMs to work to solve real world problems, you got to actually take some of these models and then customize it, and the end result is not the biggest model. It is actually a much more customized, smaller model or a distal model to solve specific business problems, and that's what is important.”
quote is from the automated transcript, cleaned for reading:
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More from Swami Sivasubramanian
Opinion
AWS's Sivasubramanian: AI scaling is not close to hitting a wall
“One, I don't think we are anywhere close to yet hitting that wall yet. So I do think we are going to actually see a lot of net new innovations when it comes to optimizing how to actually train these models in parallel and get better Utilization so that we can …”
Swami SivasubramanianMay 1, 2024▶ 3:24AWS VP of AI and Data Swami Sivasubramanian — GenAI's Growth Potential
PredictionNot checkable as stated
AWS AI Chief: AI architectures beyond pure transformers are absolutely necessary
“I actually think, ah, new architectures are absolutely necessary in the future, ah, and, ah, there are already hybrid architectures evolving. I mean, ah, I mean in terms of state space models to actually connectors hybrid models between state space to transfor…”
Swami SivasubramanianMay 1, 2024▶ 9:58AWS VP of AI and Data Swami Sivasubramanian — GenAI's Growth Potential
Insight
AWS VP: Pure LLMs Won't Deliver Effective AI Reasoning Without Other Tools
“Reasoning capability is not, if we view it as purely like everything is going to be LLM driven, we as industry are going to be very, very not satisfied. That's why it has to be actually more iterative. And we work with LLM as one of the ingredients. It is not …”
Swami SivasubramanianMay 1, 2024▶ 29:39AWS VP of AI and Data Swami Sivasubramanian — GenAI's Growth Potential
AssertionSupported
Sivasubramanian: Trainium2 offers 4x faster training and 2x energy efficiency
“AWS actually, for instance, we have invested in technologies such as Trinium-II chips, which actually can deliver up to four X faster training. And, ah, also it is while improving energy efficiency up to two times, as an example.”
Swami SivasubramanianMay 1, 2024▶ 3:49AWS VP of AI and Data Swami Sivasubramanian — GenAI's Growth Potential
PredictionNot checkable as stated
AWS's Sivasubramanian: No Single AI Model Will Rule the World
“And that's why I keep saying no one model and will rule the world in the future.”
Swami SivasubramanianMay 1, 2024▶ 18:18AWS VP of AI and Data Swami Sivasubramanian — GenAI's Growth Potential
AssertionPartly supported
Sivasubramanian: Amazon Bedrock guardrails improve AI model accuracy up to 84%
“We see up to 40, 84 percent improvement in further accuracy because of those capability as well.”
Swami SivasubramanianMay 1, 2024▶ 36:22AWS VP of AI and Data Swami Sivasubramanian — GenAI's Growth Potential
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