Generative AI-based models can not only learn and understand natural languages — they can learn the very language of nature itself, presenting new possibilities for scientific research.
Anima Anandkumar, Bren Professor at Caltech and senior director of AI research at NVIDIA, was recently invited to speak at the President’s Council of Advisors on Science and Technology.
At the talk, Anandkumar says that generative AI was described as “an inflection point in our lives,” with discussions swirling around how to “harness it to benefit society and humanity through scientific applications.”
On the latest episode of NVIDIA’s AI Podcast, host Noah Kravitz spoke with Anandkumar on generative AI’s potential to make splashes in the scientific community.
It can, for example, be fed DNA, RNA, viral and bacterial data to craft a model that understands the language of genomes. That model can help predict dangerous coronavirus variants to accelerate drug and vaccine research.
Generative AI can also predict extreme weather events like hurricanes or heat waves. Even with an AI boost, trying to predict natural events is challenging because of the sheer number of variables and unknowns.
However, Anandkumar explains that it’s not just a matter of upsizing language models or adding compute power — it’s also about fine-tuning and setting the right parameters.
“Those are the aspects we’re working on at NVIDIA and Caltech, in collaboration with many other organizations, to say, ‘How do we capture the multitude of scales present in the natural world?’” she said. “With the limited data we have, can we hope to extrapolate to finer scales? Can we hope to embed the right constraints and come up with physically valid predictions that make a big impact?”
Anandkumar adds that to ensure AI models are responsibly and safely used, existing laws must be strengthened to prevent dangerous downstream applications.
She also talks about the AI boom, which is transforming the role of humans across industries, and problems yet to be solved.
“This is the research advice I give to everyone: the most important thing is the question, not the answer,” she said.
Eyck Freymann on <em>Defending Taiwan</em>: Commonwealth Club
Eyck Freymann joins fellow WWSG speaker Patrick McGee in a discussion focused on the escalating strategic tensions between the United States and China, with particular…
Thought Leader: Eyck Freymann, Patrick McGee
Ben Sasse Highlighted in Op-Ed on Service and Values
In this opinion column, Michael Reitz reflects on Ben Sasse following the news of his cancer diagnosis, using the moment to highlight Sasse’s public service,…
Thought Leader: Ben Sasse
Niall Ferguson And Eyck Freymann Discuss Defending Taiwan: A Strategy To Prevent War With China
In this conversation hosted by the Hoover Applied History Working Group, Niall Ferguson interviews Eyck Freymann about his forthcoming book Defending Taiwan, which outlines a…
Thought Leader: Niall Ferguson, Eyck Freymann
Women In AI To Watch
Thought Leader: Anima Anandkumar
