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Can AI revolutionize materials discovery?

UNLIMITED

Can AI revolutionize materials discovery?

FromCatalyst with Shayle Kann


UNLIMITED

Can AI revolutionize materials discovery?

FromCatalyst with Shayle Kann

ratings:
Length:
39 minutes
Released:
Sep 19, 2024
Format:
Podcast episode

Description

AI is working its way across climate tech, helping companies discover giant lodes of ore, catch battery defects, and monitor energy infrastructure. Could it help us find revolutionary new materials, too?
Turns out, it’s complicated. 
In this episode, Shayle talks to Ekin Dogus Cubuk, or Dogus, a researcher focused on materials at Google DeepMind. DeepMind is one of several players, including Microsoft, trying to discover new materials that could be used in things like better battery chemistries, powerful carbon-capture sorbents, and room-temperature superconductors. But so far, Dogus says AI-powered approaches haven’t actually yielded any commercially-deployable materials.
Shayle and Dogus cover topics like:

Existing approaches to materials discovery, like experimentation and density functional theory, and how AI could complement those techniques

Why AI may actually require a lot more lab work – and larger datasets – before it becomes useful for material discovery

The types of material properties that AI may be especially useful for, such as optical or electric qualities

Recommended resources
Latitude Media: Armed with AI, Microsoft found a new battery material in just two weeks
Google DeepMind: Millions of new materials discovered with deep learning
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Released:
Sep 19, 2024
Format:
Podcast episode

Titles in the series (100)

Investor Shayle Kann is asking big questions about how to decarbonize the planet: How cheap can clean energy get? Will artificial intelligence speed up climate solutions? Where is the smart money going into climate technologies? Every week on Catalyst, Shayle explains the world of "climate tech" with prominent experts, investors, researchers, and executives. The show is a co-production of Post Script Media and Canary Media.