materials science

5 statements across 1 episodes · 1 bullish · 1 bearish · 1 people on the record · first statement Sep 19, 2024 by Doğuş Çubuk (Doj Chubuk) · across every show →

Everything said about materials science, oldest first

Sep 19, 2024 neutral
Insight
Çubuk: Physical materials experiments are as noisy as computational simulation errors
“In material science, I think one of the issues is the experimental data is actually quite noisy. So, you know, this is something that you might hear often that simulations and DFT isn't very accurate, and that's true, but maybe one thing that People don't noti…”
Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 33:47 Can AI revolutionize materials discovery?
Sep 19, 2024 neutral
Assertion Supported
Çubuk: Materials science lacks a CASP-like benchmark database for machine learning
“And I think now, maybe because now machine learning really needs this high precision, large data set, there are these bigger efforts trying to create a CAASPP-like database, but it's not there yet.”
Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 34:38 Can AI revolutionize materials discovery?
Sep 19, 2024 positive
Insight
Çubuk: Deep learning scaling laws apply to quantum mechanics and materials
“The more training data you put into LLMs, the better results you get, and how much better your results are actually predictable. It's kind of like a power law. This comes back from, you know, a paper from Baidu Research from back in 2016, I think, and it seems…”
Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 35:49 Can AI revolutionize materials discovery?
Sep 19, 2024 bearish
Opinion
Çubuk: AI simulations will never completely eliminate physical lab work
“So I think, I can't imagine a future where we completely eliminate lab work. Because, first of all, we don't know if quantum mechanical simulations will ever become good enough to correctly predict experiments, you know, all the time.”
Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 24:38 Can AI revolutionize materials discovery?
Sep 19, 2024 neutral
Insight
Çubuk: Deep expertise optimizing existing materials hinders discovering radically different ones
“The better you know a system, The more you can continue optimizing the system, but it doesn't necessarily mean that knowledge will help you discover something different. And I think this is probably why a lot of important discoveries are serendipitous, because…”
Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 8:48 Can AI revolutionize materials discovery?
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